{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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333/vst1kMmHGjBmYP38+vvjiC7dtBHwxatQozJs3D71790bz5s1drvf1/XjVqlUOtykuLsavv/6KkpIS+2vCWV5eHm699Va88sorHscpn48dO3YgPz/fXgE+ffp0TJ8+3fsdJiIiiiBM2hIRERmY/GLr6bT/kSNH4uuvv8by5csdTg0GgKlTp/qdxHROHMp+ou3bt3fY3qxZM5d2BbL37PLly7F8+XK393/o0CGfk7ayBYNMsGkVFBQ43EavmjRp4rHvbs2aNXHixAm3+/f222/j0UcfxYsvvhhQkufQoUMAYO9BGQwZGRm49dZbAQAxMTHIyMjA0KFDUbduXbe3r1evXtBmt9+9ezdsNhs6dOgAi8XiMi45IZokX5tvvPGG2/uTf59QuOyyy1z+RrLFgOKmd2hVMJlMGDVqVIVjOHnyJHJzcwHAPumVs1D93UpLS/HBBx/gl19+wbp163Dw4EH7KfXO71lPPfUUFi1ahMcffxzTp09H9+7d0aNHD1x99dX2tg/hkpqainr16nl8L/CFPIjm/PqX/Hk//uabb/D1119j9erV2LNnD6xWK8xmM2w2m9vfj42NxbRp0yocZ69evXDLLbdg4cKFSEtLQ+fOndG1a1cMGDAA11xzDWJjYyvdVyIiokjDxkBEREQG1rJlS0RHR6OoqMhtldOxY8dQWlpq79mp1a1bN78f13nSJ5nAcZcYcN4mb/v1119DURS3P4MHD/Z5TLIa0N2EVNnZ2QAQUN/eUDj//POxcuVKnD171uU6OQGZc8UgICoKS0tL3fbz9cUvv/yCli1bBjW53axZM7z00kt46aWX8Pzzz+OOO+7wmLAFxH7KqumqdubMGRQXF9svK4qClJQUj69LT5WEVUFbARwuaWlpSExMrPA2Mp67du3q8e+2Zs2aKh9rfn4+unbtivvuuw8FBQUYM2YMPv/8cxw5csTt7Zs0aYLdu3fjiy++sPdsfe2113D++efjySefrPLxAuJ9qby83GX7uXPnkJeX51I5XBV8fT+++eabMXz4cKxfvx5Dhw7Fe++9hx07dnjsnQ6I11GDBg0qHcuCBQuwbt06TJw4Ea1atcLPP/+Mm266CV26dLEfGCAiIqpOmLQlIiIysJiYGPTp0wcA7KcBS1arFZs3b0ZCQoJfyUp5Svu5c+cctu/atculci49PR2AOLVV69ChQy5ftmVy1d1pyMuXL8dbb71lr/7yhUwarFmzxqVFwooVKwDA/rfSqyuuuAKlpaVuZ20fOHAgANfnGQA2btwIAOjcuXNAj//RRx/hmmuuCeg+9KRVq1Ywm83YunWrS6VldnY2kpKScMEFF9i3tWnTBnl5eW4TfbNnz8Y777xT5WOWYmJiquy+vZ3QyZsx1K1bF7Vq1cKePXtc4u7s2bN466237G0nqtK7776LHTt24IUXXsCvv/6KSZMm2SfKcmft2rXYu3cvrrvuOkybNg2LFy9GdnY2WrRogenTp9sn/tMK5kRY8+bNQ5MmTfDjjz+6XPfzzz+jpKQk4Hj2hi/vx2vXrsUnn3yCgQMHYvPmzXj11VcxevRotGnTBkVFRQGNY+/evVizZg06duyIp556CgsXLsS+ffvw6KOPYufOnfjPf/4T0P0TEREZEZO2REREBid7f7744os4ffq0ffvMmTNx+vRpXHvttR5Pja1IvXr1AABbtmyxb1MUBY8++qjL6dlDhgwBAMyYMcOeHFMUxT7rutaIESMQExODd955BwcPHrRvP3PmDMaMGYMHH3zQ42m2FWnatCkGDBiAvLw8h1NxDxw4gPnz5yMqKgq33HKLz/cbSnXq1MHNN9+MyZMno7S01OG6MWPGIDExER9//DHWrVtn37569Wr88MMPyMjIcGmB4YsPP/wQe/fuxb333uv3fehNrVq1cNVVV+HQoUMup+7PmzcPADBgwAD7NtkK4Pnnn3dI8i5evBhjx47Fhx9+WPWDDgHZ/mLv3r0O250P0HjDbDbjpptuwpkzZ1x6ls6bNw8PPvig296twXb48GEAcGh5cebMGdx2221ubz98+HBccsklOHPmjH1bamoqGjZsCECcpeAsmH+3Sy+9FFFRUXj66acdDmxlZWXhgQceACBivqr58n4s/8aNGze2H9RTFAWvvPIK1q9fH9A43nvvPVxwwQX2/uiSbLkTyip3IiIivWBPWyIiIoO7+uqrMW7cOLz++uvo3LkzrrvuOmRlZeH7779HgwYNPPaZrMyQIUMQHx+Pl19+GQ0bNkTDhg0xc+ZMbN++He3bt3eozPrXv/6FefPm4ZtvvsH555+PPn36YP369di4caNLpVvjxo3xxhtv4N5770WHDh1wzTXXICUlBd999x2ysrLw2GOPoW3btn6N+e2338ZFF12E559/HuvXr0ezZs3wySefIC8vD5MmTULr1q39ut9QevHFF9GhQwdMnjwZL7/8sn17o0aN8MEHH+Dmm2/GxRdfjJEjR8Jms+Gzzz6DyWTC7NmzXSoB58+f7/HU9BtuuAGXXHIJAJEQeeSRR/Dwww+jWbNmVbdzYfCf//wHf/31F5577jn88ssv6NGjBzIzM/Hrr7+iefPmDgcWxo0bhx9++AFz5szBmjVr7AcB/ve//6FGjRp47bXXwrcjQXTjjTdi6tSpuO2223DDDTfAZrNh1apVeOaZZ3D11Vf7fH8vv/wyfvvtN0ycOBGLFy9G7969kZOTg6+//hr16tVzeB37Y+bMmS4TGkr33nsvunTpgssvvxxvvPEGHnnkEWzYsAFnz57FokWLUFZWBpPJ5NIL+qGHHsKECRPQpUsXXHbZZUhMTMSaNWuwYsUKtG7dGl27dnV5rCFDhqBu3bp47LHHsGnTJsTExGDTpk0YPnw4HnroIZ/2qVGjRnjuuecwceJEtGzZEueffz5KS0uxYsUKlJeXY9SoUSFJ2vryfnzBBRcgOTkZCxcuhNVqRWpqKn755Rfs2LEDNWvWRH5+PvLy8ty246nM6NGj8dZbb+H222/HF198gSZNmuDo0aP44osvYDabMWLEiCDvORERkQEoREREFBEWLlyo9OzZU4mLi1NSU1OVW2+9VcnJyXG53e23364AUPbt21fpff78889Kt27dlPj4eKV+/frKXXfdpZw4cULp37+/4vwx4vTp08p9992n1KtXT4mJiVG6d++uLF26VGnSpInSpEkTl/v+9ddflUsvvVRJTk5WkpOTlQsuuED5/PPP/d19u6ysLGXkyJFKnTp1lLi4OKVr167K3LlzK/wdX/4mc+fOVQBUep+B+OijjxSz2azMmzfP5bq1a9cqQ4YMUZKTk5WEhARl4MCByqpVqxxuI/enop9Zs2YpiqIoubm5Srdu3ZQuXbooZ8+eDdo+LFu2TAGg9O/f3+vf8fX2iuLdc3fixAnlwQcfVBo1aqRERUUpjRs3Vh544AHl5MmTLrctLS1VpkyZorRr106JjY1VGjVqpNx8883Krl27fBqXJ/v27VMAKLfffrvb6+XfbeLEiS7XTZw4UQGgLFu2LOBx/P7770qfPn2UxMREJTY2VunSpYuyYcMG+/We4tbT+PPz85Unn3xSad68uRITE6M0bdpUGTt2rHL48GG/xyjfZyr6+eqrr+y3X7BggdKlSxclLi5OqVu3rnLTTTcpu3btUpo3b65ERUUpW7Zscbj///3vf8qAAQOUtLQ0JTY2VmnWrJny0EMPKUeOHPE4ps2bNyuDBw9WUlJSlOjoaKVNmzbK4sWL/d7HTz75ROnRo4f9ffvSSy8Nyvug5G0cevt+vGbNGmXQoEFKzZo1lcTEROWSSy5RfvnlF+XOO+9UACjvvvuuw+09vY7c2bFjhzJmzBilRYsW9udw8ODBypIlS7zdXSIioohiUpQQTT9LRERERF579tlnMXXqVCxfvrxKe/Fedtll2LZtG1atWuVwajkREREREYUPk7ZEREREOvXpp5/i+uuv96snsbfWrVuHlJQUtGrVqsoeg4iIiIiIfMOkLREREREREREREZGOmCu/CRERERERERERERGFCpO2RERERERERERERDrCpC0RERERERERERGRjjBpS0RERERERERERKQjTNoSERERERERERER6UhUuAcQajabDYcPH0ZSUhJMJlO4h0NERERERERERETVhKIoKCwsRMOGDWE2e66nrXZJ28OHDyM9PT3cwyAiIiIiIiIiIqJqKicnB40bN/Z4fbVL2iYlJQEQf5jk5OQwj4aIiIiIiIiIiIiqi4KCAqSnp9tzlJ5Uu6StbImQnJxsqKStzWbD8ePHUa9evQpLp4lInxjDRMbF+CUyLsYvkbExhomMjTFcscratvIvZhCKouDo0aNQFCXcQyEiPzCGiYyL8UtkXIxfImNjDBMZG2M4MEzaEhEREREREREREekIk7ZEREREREREREREOsKkrUGYTCakpqZW2u+CiPSJMUxkXIxfIuNi/BIZG2OYyNgYw4ExKdWssURBQQFq1qyJ/Pz8SiciUxQFVqsV586dC9HoiKpWdHQ0LBZLuIdBRERERERERFQteZubjArhmAxDURTk5eXhxIkTsFqt4R4OADWBbLFYeISCApKSkoK0tDS+jkLMZrPh4MGDaNy4MWfNJDIYxi+RcTF+iYyNMUxkbIzhwDBp68bRo0eRl5eH5ORkJCcnIyoqKuwJLkVRUFJSgri4uLCPhYxJURQUFxfj+PHjAIAGDRqEeUTVi6IoOH36NBo1ahTuoRCRjxi/RMbF+CUyNsYwkbExhgPDpK0Tq9WK/Px81K1bF3Xq1An3cOwURYGiKEzaUkDi4+MBAMePH0e9evXYKoGIiIiIiIiISIdYm+ykvLwciqKgRo0a4R4KUZVISEgAIF7rRERERERERESkP0zaeqDHatbo6OhwD4EigB5f29WByWRiL2Eig2L8EhkX45fI2BjDRMbGGA4M2yMYhMlkYtKWyMDMZjPS0tLCPQwi8gPjl8i4GL9ExsYYJjI2xnBgWGlrEHIiMkVRwj0UIvKD1WpFVlYWrFZruIdCRD5i/BIZF+OXyNgYw0TGxhgODJO2BmKz2YJyP9999x06duyIuLg4XHjhhdi8eXNQ7teT/fv3w2QyYf/+/UG7z/z8fNxxxx2oWbMmatWqhfvuuw8lJSUut5s0aRIuvvjiKhmbyWSy/8THx6Nnz5748ccffb4fALj44osxadIkv36XjKOwsDDcQyAiPzF+iYyL8UtkbIxhImNjDPuPSdtqZsWKFbjmmmswdOhQ/PDDD6hXrx4GDx6M4uLicA/NJzfddBMWLVqEd955BzNnzsSHH36IcePGudzunnvuwezZs6tsHA888ADWrVuHRYsWoXv37hg6dCjWrVvn8/3Mnj0b99xzTxWMkIiIiIiIiIiIjIY9bauZp59+GpdddhmmTZsGAOjevTsaNGiA+fPn49577w3z6LyTmZmJxYsX47PPPsMNN9wAAMjLy8P48eMxdepUpKam2m/bsGHDKh1Lo0aNcN555wEABg0ahLVr1+LNN9/Ehx9+6NP9tGnTpiqGR0REREREREREBsRKWwOJiYkJ6PdPnDiBlStX2hOdAJCSkoJWrVphy5YtgQ4vZJYvXw4AGDx4sH3bpZdeCqvVipUrV4ZrWACAtm3bIisrK6xjIH0ymUxIT0/nrJlEBsT4JTIuxi+RsTGGiYyNMRwYJm29pChAUVH4foqLTSgtjUJxsQlFRWI8vtqyZQsURUHbtm0dts+ZMwd33323/XLTpk0xb948rFixAgMGDEDHjh3t182bNw9NmzZ1+P3ffvvNIQCPHz+O4cOHIz4+Hq1atcLSpUtdxvLOO++gZcuWqFGjBvr06YNNmzZ5vR979+5FrVq1kJycbN+WkZEBANi3b5/DbSvraRtsR44cQYMGDeyXZa/arVu34qqrrkJKSorb3/PU01ZRFEydOhXp6elISkpC//79sWHDBofbLF++HL169UJ8fDzatWuHTz75JJi7REFiNptRu3ZtmM182yUyGsYvkXExfomMjTFMZGyM4cDwr+al4mIgMVE/P/60oD1x4gQAOLQPAIDzzz8fXbt2ddi2atUqDB8+HD179sQTTzzh0+Pcdttt2LBhAxYuXIiJEye6/P78+fMxbtw4PPDAA/jhhx9Qp04dXHLJJTh16pRX919YWIgaNWo4bJOXw9XgOj8/H++99x7++OMP3HjjjQ7XZWVlYcCAAcjIyMBLL73k0/1OmDABL730EsaPH49FixYhNTUVl19+uf1vtWvXLlx22WXo2rUrfvrpJ4wYMQI333wzlixZErR9o+CwWq3YsWMHZ80kMiCjxW9pabhHQKQfRotfInLEGCYyNsZwYNjTthop/edbnMViqfS28+fPxx9//IHzzz/fp8fYsWMHfvrpJ3z++ee47rrrAACnT592mCRs0qRJuPfee/Hwww8DADp37oy6devi22+/xejRo316PEn5p/Q41CX3Tz/9NJ5++mkAQGxsLCZPnozrr7/e4TYLFy7EV199heHDh/t032fOnMGsWbPw7LPP4qGHHgIg2i888MADyM7ORu3atTF16lS0a9fOPtlav3798P333+PDDz/EwIEDA99BCqqSkpJwD4GI/GSU+F28GBgyBHjzTeCBB8I9GiJ9MEr8EpF7jGEiY2MM+49JWy8lJABnzoTv8RVFwdmzZxEfHw+TyYSEBN/vIzExEYBIBmrdd999qFOnDiZPnmzfNmbMGK8Ttjabzb6+a9cuAECvXr3s2/r162dfLywsxP79+/HGG2/gjTfecLif3bt3e/V4ycnJLvtQVFRkvy6UHnroIYwePRrx8fFo3rw5oqOjXW5zxRVX+JywBYBt27ahtLQUffr0sW9LS0vDF198Yb+8efNm/P333y7J6ri4OJ8fj4iIjG/kSLF88EEmbYmIiIiIjIxJWy+ZTIDTGfkhpSiA2QzEx4ux+KNVq1YARE/Yzp0727cvX77cITEIwKcK25ycHPu6TOBqq3m167Ii9qWXXsLQoUMd7qdevXpePV6LFi2Ql5eH/Px81KxZEwCQnZ0NAGjevLnX4w6GBg0auLSWcOZrtbKkeGhcvG7dOtStW9feW3j48OGYOHGiw20S/MnqExGR4bE1AhERERFRZGBPWwOJjY0N6Pc7dOiAxo0b4+uvv7ZvO378OHbt2oUePXp4dR9RUVEodmqo+/nnn9vXW7ZsCQBYv369fdvKlSvt68nJycjIyMCpU6fQtWtX+8+cOXOwYsUKr8YgJxb74Ycf7Nt+/vlnREdH48ILL/TqPoygffv2iImJwR9//GHfVlJSgr59+2LRokUAgI4dOyI7O9vhb7ly5UpORqZDZrMZzZs3ZwN2IgMyUvwyaUvkyEjxS0SuGMNExsYYDgwrbQ3CZDJ51Yu2svuYOnUqbr31VjRs2BAXX3wxXnzxRdSpU8dl8ixPOnfujBMnTuDrr7/GFVdcgZkzZzokaDt27Ij+/fvj4Ycfhs1mw9mzZ/Hcc8853MfEiRNx3333oUGDBujduze++uorzJ49G7feeqtXY2jfvj2GDRuG+++/H4qioKSkBM8//zzuvvtupKSkeP330LukpCSMGzcOr7zyCmrWrIlOnTrhnXfeQY0aNTBixAgAoqdu586dcc899+Dmm2/Gzp078fjjj+Pll18O8+jJmclkCnn7DiIKDsYvkXExfomMjTFMZGyM4cAw1W0QiqKguLjY4ynz3rrllluwYMECfPHFF7jqqqtgNpuxZMkSe5uBynTu3BlTpkzBPffcg4YNG2LHjh3473//63Cbzz//HD169MAdd9yBp59+Gs8++6zD9XfeeSdmzJiBd999F5dddhl+++03fP311w59cCuzYMECXH311bj33nvx2GOPYfTo0Zg5c6bXv28Ur7zyCiZMmIBp06Zh2LBhOHXqFJYsWYIGDRoAEBOT/fjjj/jrr79w+eWX45VXXsELL7yARx99NMwjJ2dWqxWZmZmcNZPIgBi/RMbF+CUyNsYwkbExhgNjUgLNAhpMQUEBatasifz8fLfZ/pKSEuzbtw/NmjXT1WROzhOREflLr6/xSCf/WXXq1CngqnkiCi0jxa/2I0L1+oRH5J6R4peIXDGGiYyNMexeZblJiZW2RERERERERERERDrCpC0RERERERERERGRjjBpayA8lZ3IuMxmM9q0acNZM4kMiPGrb59+Cjz7LNtBkHuMXyJjYwwTGRtjODBR4R4AeY+9bImMLSYmJtxDICI/GS1+q9Pn4ptuEsvevYErrwzvWEifjBa/ROSIMUxkbIxh/1Wjj/S+0eP8bGfPng33ECgC6PG1XR3YbDZkZmbCZrOFeyhE5CMjxm9sbLhHEBraf2l//RW2YZCOGTF+iUjFGCYyNsZwYJi0dRIdHQ2TyYSioqJwD4WoShQXFwMQr3UiIopM1SVpq/24lpMTvnEQEREREQUb2yM4sVgsqFmzJk6cOIHS0lIkJycjKioq7K0JFEVBaWkpTCZT2MdCxqQoCoqLi3H8+HGkpKTAYrGEe0hERFRFqstZaHl56vrevWEbBhERERFR0DFp60ZaWhri4+Nx/PhxFBQUhHs4AETCrby83F4JTOSvlJQUpKWlhXsYRERUhapLpW1+vrq+dStQVgZs3Aj07Anw2CQRERERGZlJCXODy5MnT6Jnz55YtmwZmjZtCgD45ptv8MgjjyA7OxsdO3bEJ598gnbt2gEAtmzZgtGjR2PPnj246667MH36dJ+SmAUFBahZsyby8/ORnJxc4W0VRYHVasW5c+f83r9gURQFNpsNZrOZSVvyW3R0NCtsw4QxTGRcRolfqxWI+udwfIsWwJ494R1PKKxcCfTpo16+4AJg9Wpg/nzgttvCNy7SD6PELxG5xxgmMjbGsHve5ibDWml78uRJXHnlldi/f799W1ZWFkaPHo13330X/fv3x4MPPoi77roLK1euRGlpKa666ipcfvnl+PTTT/HQQw9h3rx5GD16dJWMz2QyISoqClFR4S9IVhQFJSUliIuL4wudyKDKysoQFxcX7mEQkR+MEL8lJep6dam01bZHAETCFgC2bQv5UEjHjBC/ROQZY5jI2BjD/gvrRGQjR47EzTff7LBt+/bteOWVV3DDDTegfv36uPfee7Fp0yYAwOLFi5Gfn4+ZM2eiRYsWmDJlCt5///1wDD3kbDYbdu7cyRn3iAyKMUxkXEaJ33/mmQQQ+T1tMzOBY8dck7bSiRMhHQ7pmFHil4jcYwwTGRtjODBhTdq+9957eOihhxy2XXnllbjnnnvsl3fu3IlWrVoBAP7++2/07t0bCQkJAIDOnTtjG0spiIiIiFBUpK6Ht/lV1crJAbp1A3r3Bo4cUbcnJAD9+ol1Jm2JiIiIyOjCet5/s2bNKry+rKwMr776Kh599FEAoueD9ndMJhMsFgtyc3NRq1Ytt/dRWlqK0tJS+2U5sZjVaoXVarXfj9lshs1mg7bFr9wub1fZdtmjw912AC5HFjxtt1gs9r4fkrxPd0cnLBaLx7HreZ88jZ37xH2KxH2yWq32342UfZJjjKTnifvEfXI3dhm/VqtV1/t09CgAiL7lVqsCqzUyn6dduwCr1YL9+4HJk8X1Y8bY8PbbChYtAn7/3YKTJ2GofXLeHgnPk572ScZvJO2TN2PnPnGfImmfjPTd3dt9ch4j94n7FIn7pCiKQwxHwj65G7uv++St8DdrrcDEiRNRo0YN3HXXXQCAqKgoxDo1aYuLi0NxcbHHpO3UqVPxwgsvuGzfunUrEhMTAQCpqanIyMjAwYMHcfr0aftt0tLSkJaWhv3796OwsNC+PT09HbVr18bu3btRomkg17x5cyQnJ2Pbtm0OT2ybNm0QExODzMxMhzF06tQJZWVl2Llzp32bxWJBp06dUFhYiL1799q3x8TEwGKxIC8vD4cOHbJvT0pKQosWLXD8+HEcFd/WDLNPcXFxaNu2LXJzc5GTk8N94j5F9D5p36gjZZ+AyHueuE/cJ3f7pCgKcnNzceDAAbRq1Uq3+7R2bTKA5gCA8nKbw+0j6XnavFndTzmEsrKT2LbtMPLzawBohRMnYKh9kiLpedLLPm3fvh25ubnYunUrTCZTROxTJD5P3Cfuk6d9OnHihEMMR8I+ReLzxH3iPnnaJ1loKWM4EvYpGM9Tw4YN4Q2T4pyqDgOTyYR9+/ahadOm9m1Lly7F8OHDsWbNGrRv3x4AMG3aNGzZsgULFiyw3y4lJQW7d+9G3bp13d63u0rb9PR0nD592j5Dm1Ey8ZF4dIH7xH3iPnGfuE/cJ+5TcPZpzhwTxo4V29q0UbB1q/H3STtG+Tx9+KEJd97p2OHro49suPFGBTt2AB07WpCSApw6ZZx9ct4eCc8T94n7xH3iPnGfuE/cJ+4T98n9PhUVFaFmzZrIz8+35ybd0WXSdt++fejduzdmzJiBW2+91X67pUuX4p577sGePXvst2vfvj3OnDkDi8Xi1WMVFBR49YfRG0VRUFhYiKSkJPvRCSIyDsYwkXEZJX5ffBF4/nmx3rIlsHt3eMdTVd54Axg3DsjIALKzxb5u3w5ERQGnTgF16ojblZUB0dHhHSuFn1Hil4jcYwwTGRtj2D1vc5NhnYjMnbNnz+LKK6/E1VdfjWuuuQZnzpzBmTNnoCgK+vXrh4KCAsydOxcAMGXKFAwaNMjrhK2R2Ww27N271yU7T0TGwBgmMi6jxK/mzDA4FQVElLw8sRw8GFi7FvjtN5GwBYBatYB/Ch1w8mQ4Rkd6Y5T4JSL3GMNExsYYDozuetr+/PPP2LZtG7Zt24b33nvPvl1W4s6ZMwc33XQTxo8fD7PZjN9++y18gyUiIiLSieqStM3PF8uUFOD88x2vM5uBmjWB3FxxuwYNQj48IiIiIqKg0EXSVtuh4eqrr3bpU6E1bNgwZGVlYcOGDejduzdq164diiESERER6Zo2aRvJxQwyaVuzpvvrk5JE0lYzxwQRERERkeHoImnrq7S0NAwdOjTcwwi5uLi4cA+BiALAGCYyLiPEb3WptJXtEVJS3F+flCSWBQWhGA0ZgRHil4g8YwwTGRtj2H+GTNpWRxaLBW3btg33MIjIT4xhIuMyQvwqSvVJ2npTaQuw0pYEI8QvEXnGGCYyNsZwYHQ3ERm5Z7PZcOrUKTZvJjIoxjCRcRkhfs+cAYqL1cuRnLSVlbZM2pI3jBC/ROQZY5jI2BjDgWHS1iAURUFOTk6F/X6JSL8Yw0TGZYT4PXbM8XIkJ221E5G5w6QtaRkhfonIM8YwkbExhgPD9ghEREREBqdtjQBE5kRk774LLF4MHDkiLnuqtE1OFksmbYmIiIjIyJi0JSIiIjI4mbRt2BA4fDjyKm1tNmDCBCA3V91WWXsETkRGREREREbG9ggGkiS/hRCRITGGiYxL7/Erk7aNGollpCVtt21zTNgCbI9A3tN7/BJRxRjDRMbGGPYfK20NwmKxoEWLFuEeBhH5iTFMZFxGiF9tpS0QeUnbP/5wvGwyAYmJ7m/LpC1pGSF+icgzxjCRsTGGA8NKW4Ow2Ww4evQoZ9wjMijGMJFxGSF+I73S1jlpW7MmYPbwKZZJW9IyQvwSkWeMYSJjYwwHhklbg1AUBUePHuWMe0QGxRgmMi4jxK9zpW0kfS5WFPdJW084ERlpGSF+icgzxjCRsTGGA8OkLREREZHBOVfaApGTuD1wADh40HGbN0lb5x64RERERERGwqQtERERkcG5S9pGSouE338XS207BE+TkAFAkyZiuX9/VY2IiIiIiKjqMWlrECaTCampqTCZTOEeChH5gTFMZFx6j1+bDTh2TKxHYtJWtkbo31/dJqtp3ZFzXZw4AeTnV924yBj0Hr9EVDHGMJGxMYYDw6StQZjNZmRkZMDsadYNItI1xjCRcek9fnNzgXPnxHqDBur2SEnarlollv/6l7otM9Pz7ZOSgPr1xfqePVU3LjIGvccvEVWMMUxkbIzhwPCvZhA2mw3Z2dmccY/IoBjDRMal9/gtLhbL2FggLk7drtPh+uTMGWD7drHevz/QvLlY79Gj4t9r2VIsmbQlvccvEVWMMUxkbIzhwDBpaxCKouD06dOccY/IoBjDRMal9/gtKxPLmBjAYlG3V1Rpu20bcM89QHZ21Y4tUJs2AYoi2j6kpQFr1wJPPw289lrFv5eRIZbOE5hR9aP3+CWiijGGiYyNMRyYqHAPgIiIiIj8V1oqlr4kbfv1A06dAv76C/jzzyodXkA2bRJLWVlbpw4wZUrlvxcfL5byb0NEREREZDSstCUiIiIyMG2lrbZdWEVJ21OnxHLduqobly8mTgQmTBBVtVpynI0b+3Z/sk0Ek7ZEREREZFSstDUIk8mEtLQ0zrhHZFCMYSLj0nv8apO2JpNI3NpsxpmI7PhxYPJksT5oEHDJJep1Z86IZWKib/cZGyuWTNqS3uOXiCrGGCYyNsZwYFhpaxBmsxlpaWmccY/IoBjDRMal9/jVJm0BtdrWKPM9aCcL++ADx+sCTdqWlPg/LooMeo9fIqoYY5jI2BjDgeFfzSCsViuysrJgNUrZDBE5YAwTGZfe49c5aSv72up0uC727lXXZTsEiZW2FCi9xy8RVYwxTGRsjOHAMGlrIIWFheEeAhEFgDFMZFx6jl+jJ22zstR1uS+Sv0lb9rQlLT3HLxFVjjFMZGyMYf8xaUtERERkYIEmbf/v/4I/Jl9oK22dk6ystCUiIiKi6opJWyIiIiID85S09ban7YgRwR+TL7RJ22BV2rKnLREREREZHZO2BmEymZCens4Z94gMijFMZFx6j1+Z6JSJSjnPQ0WVtnqaC6Iq2iOw0pYkvccvEVWMMUxkbIzhwOjoIztVxGw2o3bt2pxxj8igGMNExqX3+PWnPYK8bbgVFwNHjqiXg9UeobKetr/+CowZA7DFWuTTe/wSUcUYw0TGxhgODP9qBmG1WrFjxw7OuEdkUIxhIuPSe/wGI2mrKMEflzf27XO8HKpK20svBT74AHj5Zd/ul4xH7/FLRBVjDBMZG2M4MEzaGkgJG7MRGRpjmMi49Bq/u3cD//qXWPclaRsV5Xj57Nngj80b2n62QOh72u7Z49v9kjHpNX6JyDuMYSJjYwz7j0lbIiIiIoMaO1Zd92UisvJyx8sFBcEdl7dkP9t27cRSWxlbVqYmcauqpy3bqxERERGRXjFpS0RERGRQubnqukzaVjYR2dixrr1cw5W0lZW2MmmrrbQtKlLXa9Tw7X4r6mmrTVizvRoRERER6RU/qhqE2WxG8+bN2byZyKAYw0TGpef4jY5W171tjzB7troeHy+WoZiQKysLmDgROH3acRvgmrRduRK44QaxHhPj+8RpFVXanjqlrstevrt2AQsXVlydTMak5/glosoxhomMjTEcmKjKb0J6YDKZkJycHO5hEJGfGMNExqXn+NX2pvUmaeu8rW5dIDs7NJW2F1wAnDghqmsXLBDbZKVt27ZiefYscN11wJdfqr/Xvbvvj1VRT9sTJ9R1Wal8yy3AunVAs2bARRf5/nikX3qOXyKqHGOYyNgYw4FhqtsgrFYrMjMzOeMekUExhomMS8/x62vSNj/f8XLdumIZiqStTJb+9ptY2mzAvn1iXVbaAo4JWwC48UbfH6uiSltt0vbUKSAvD1i/XlzWVgFTZNBz/BJR5RjDRMbGGA4MK20NhC9yImNjDBMZl17j1117BHn2mbtT/fPyHC+npoplKHvayoRqUZGaVE1Pd7zNU08BAwcCP/3kONmatyrqaXvypLp+6hSwapXaJuHcOd8fi/RPr/FLRN5hDBMZG2PYf6y0JSIiIjIobdJWrldUaauduAwAatYUy1AmbWVy+cwZsTSb1XFIHToAgwYB//63moD1hbbSds8eoEkT4PXXxbaDB9XbnTwJ/PGHeplJWyIiIiLSCyZtiYiIiAxK2x5BVtbKbeXlrrd3TtrKFmNVnbSVlayAmlCVSdvERNeJxmSPW3/Jx7BagdtuE317H35YbNu8Wb1dcTGwbJl6mUlbIiIiItILJm0Nwmw2o02bNpxxj8igGMNExqXn+NUOSbYCSEgQy6uuAjZscLy9c3uEUCVttb10nSttExMBk8nx9q1bB/Z4MmkLAKtXO16nTdoCwNq16jqTtpFHz/FLRJVjDBMZG2M4MPyrGUiMcxkKERkKY5jIuPQav2Vl6rpM2iYmiqXNBvTs6Xj7cFXaHj+urpeUiKU2aess0EmGPbVUOHcO2LrV8+8xaRuZ9Bq/ROQdxjCRsTGG/cekrUHYbDZkZmbC5m5WESLSPcYwkXHpOX5lAhRQk7Y1aqjbtG0JgPAlbU+cUNdl1W1RkVi6S9oGKioKSEpy3JaaCuzaJRLdiYnuE8OcJyPy6Dl+iahyjGEiY2MMB4ZJWyIiIiKDqixp60ybtH333dAlbbOz1XWZtK2o0jYYPv8ceOQR4MILxeWaNYG//xbrnTq5JnUBVtoSERERkX4waUtERERkUGfPquuyVUJFSVDZ03biROBf/1ITl1WdtN25U10vKBCtGzwlbWVP3kANHgzMnAm8/ba4XFKi9rPt0sXxcVNSxJJJWyIiIiLSCyZtiYiIiAxKW2l7+eVi6U2lba1aYikrbQsLgz82rR071HWZsPWUtK1o/P6Q/W21SdvOnR0ft149sWTSloiIiIj0gklbgzCbzejUqRNn3CMyKMYwkXHpOX5l0va554BRo8R6RZW2npK2BQVATo5jRWwwOd9vfr7npG2w2yV4Stpqk8N164olk7aRR8/xS0SVYwwTGRtjODD8qxlImXaKaCIyHMYwkXHpNX5l0vb66wH5Wdi5UlXbQkG2R5DtAGTSNj8fyMgA2rZ1nawsGPbtc7xcUdI22JW2sbFiefYscPCgWO/YEdBOZMykbWTTa/wSkXcYw0TGxhj2H5O2BmGz2bBz507OuEdkUIxhIuPSc/zKhKysJgVck57aJKynStvjx9XbHDrk3WNbrcD69UB5ecW3UxS1/YLsV6tN2jqPt6raI0hNm4pJybTjrl1bLJm0jTx6jl8iqhxjmMjYGMOBYdKWiIiIyKBkpa02MelcuXr6tLruKWmrpa1A9eTECeCyy4CePYGXXqr4tmVloo8tADRsKJahrLR1Ttq2a6eOS5L7bLUG97GJiIiIiPzFpC0RERGRAdlsauKxokpbmbRVFNf2CElJrvdbWlrx465bB/ToASxdKi7v3Vvx7YuK1PUGDcTSXdL22mvF8sknK74/X8n2CJJMWGuTtlFRYslKWyIiIiLSi6hwD4C8Z7FYwj0EIgoAY5jIuPQYv9rkany8uu5cWSqTtkVFalJSJi6jo8XvavveVpS0LSoCBg8W92mxiMpU7e96+h35WHXqiPW8PLW/rOwn+/nnwOHDQHp6xffnK5NJJG7lfsnqYm17BCZtI5se45eIvMcYJjI2xrD/WGlrEBaLBZ06deKLncigGMNExqXX+JWtEQDXalItmbSVrRGio9XesoBrtW1Fc0UcOCDuLykJmDFDbCsurnic8voaNUQvWUBU2m7fLtZluwKLJfgJW0mbyJZJW1baVg96jV8i8g5jmMjYGMOBYdLWIBRFQUFBARRFCfdQiMgPjGEi49Jr/LqrFAXU/rGSTNpqWyOYTOr1zn1tK6q0PXVKLOvXV1sdeFtpm5CgJm337BHjMpmA1q0r/v1gcJe07dNHLOPjRcIYYNI2Euk1fonIO4xhImNjDAeGSVuDsNls2Lt3L2fcIzIoxjCRcek1fmWC0WJxTML26OF4O+dKW9kaQfIlaSvvKzVVbclQWdLWXaXtmjVi2aSJY9VvVXGXtJ0xA5g0CfjrL1baRjK9xi8ReYcxTGRsjOHAMGlLREREZEAywRjlNENBWhqwbx/w0EPisq9J24raI8hK29q1K07alpU59tIFHCttd+wQy6ZNPT9WMLlL2tasCUycKCp9mbQlIiIiIr1h0paIiIjIgGSCMTra9bqmTYGWLcW6u/YIWv60R9Ambd31tB08WNzm77/FOuBYaWu1iqXzpGlVxV3SVksmbeW4iIiIiIjCjUlbA4kL1TcbIqoSjGEi49Jj/HqqtJVSU8WyqtojyLYG7iptly0Ty27d1G0JCa4J44omUAsmb5O2584Bc+cCS5aEZlwUGnqMXyLyHmOYyNgYw/7z8DGf9MZisaBt27bhHgYR+YkxTGRceo3fcCRtvWmPoJ1nQruubY8g6S1pu3OnSNomJABHjri/LRmLXuOXiLzDGCYyNsZwYFhpaxA2mw2nTp1i82Yig2IMExmXXuPX16Stt+0RvOlpW9FEZCUl7n+3rEy/SVuLRSxzcsSyuBj4/POqHxdVPb3GLxF5hzFMZGyM4cAwaWsQiqIgJycHirZkhYgMgzFMZFx6jd9gVdrKNgeSN+0RnCttH34Y2L1bXC4ocP+7eXnhS9qmpanrFVXanjypbps7t2rHRKGh1/glIu8whomMjTEcGCZtiYiIiAzI26RtYSFQXu45aeucpC0tFW0Njh93vc/8fLFMSXFM9r7+OnDFFWJdm7R94AF13V3SNibG/diD7dFHxdJicd1/QP0baquGV60Cduyo+rEREREREbnDpC0RERGRAVWWtNW2QcjN9dweoajI8XJpKXD//UD9+sDSpY7XFRaKZVKSWmkrZWU53qZRI+DNN9Xrw1lp27kzsHIl8Pvvjq0SJE9/w3nzqnRYREREREQeMWlrIElJSeEeAhEFgDFMZFx6jN/KkrYWi5qgPX3ac6Vtw4aOl8vKgHfeEesTJzpeJ6tok5LE47p7bHkb2YagaVOxvOQSkTDVVteGKmkLABdeKH7ccd4P2U7hyy+rdkwUGnqMXyLyHmOYyNgYw/5j0tYgLBYLWrRoAYucKYOIDIUxTGRceo3fypK2gGNfW9nuoHZtx9vcfz9w552AnNhX2y4hMdHxtrKKViZknattAcfELgAsXw68/LJadaut9A1l0rYizn/D7t3FUlYnk3HpNX6JyDuMYSJjYwwHhklbg7DZbDh69Chn3CMyKMYwkXHpNX7Ly8XSm6RtTg5w4oRYb9bM8TYJCcD77wPXXScunzmjXqdN2p47p/Z8lQlZ50nMANfEbkYGMGGCOhZtiwS9Jm3r1hVL+Tcm49Jr/BKRdxjDRMbGGA4Mk7YGoSgKjh49yhn3iAyKMUxkXHqNX18qbTdsUC8795WVZAJ13z51m7YoQpvMregsN+dKW2d6TNo6F3/UqyeWTNoan17jl4i8wxgmMjbGcGCYtCUiIiIyIF+StuvXi2Xz5p5vKxOou3er27TtAWQyNiZGva3J5Hgf5eWulbbOtElbbX/bcHL+G8qkbVlZ6MdCRERERAQwaUtERERkSMFO2soE6t696rbTp9V1mYzVVtA+8gjQqJF6OS/PmJW2FbVHYGEIEREREYUDk7YGYTKZkJqaCpNzSQsRGQJjmMi49Bq/MmkbHe35NnLSL5lwTU/3fFt3CdTKkrZPPAEcPKgmYk+fBn76Saw3buz+cYyQtJXJbkD9O5Mx6TV+icg7jGEiY2MMB4ZJW4Mwm83IyMiA2cynjMiIGMNExqXX+PWm0jYuruLLWpUlbWUFrbu2BzLJuXy5qOqNjwfuvNP948hEsqfHDAfnv6F2jOxra2x6jV8i8g5jmMjYGMOB4V/NIGw2G7KzsznjHpFBMYaJjEuv8etN0ta5Z2xFSVJ31+XlAVarWHdXaSs1bSqWK1eKZYsWaosBZ0aotGXSNnLoNX6JyDuMYSJjYwwHhklbg1AUBadPn+aMe0QGxRgmMi69xq8/SduKJv5yl0BVFDVZW1HStn17sVyzRiw9TUIGGGMiMu0YORmZsek1fonIO4xhImNjDAdGF0nbkydPolmzZti/f79925YtW9CzZ0/UqlUL48ePd3iCly9fjnbt2qFOnTqYOXNmGEZMREREFF7BTtrWru1++9mzYnnmjFgmJrrepl07sdy1Syw9TUIG6LPS1mJxvJyYqG5jpS0RERERhUPYk7YnT57ElVde6ZCwLS0txVVXXYUePXpg/fr12LZtG+bNmwcAOHHiBIYNG4abbroJq1evxkcffYRly5aFZ/BEREREYRLs9ghpaY6X5XwRxcViWVIilvHxrr8rK20lbytt9ZK0df4bJiSoE7xpK21zc8XEa0REREREVS3sSduRI0fi5ptvdti2ePFi5OfnY+bMmWjRogWmTJmC999/HwDw0UcfoWHDhnjuuefQqlUrPP/88/brIpnJZEJaWhpn3CMyKMYwkXHpNX69Sdo6J0UrqrTVJm0TE9WetM5JW3eJ1khK2prNYlzyb6WttL38ciA9HdDUGpDO6TV+icg7jGEiY2MMB6aCj/mh8d5776FZs2YYN26cfdvff/+N3r17IyEhAQDQuXNnbNu2zX7dgAED7E/4+eefj6eeesrj/ZeWlqK0tNR+ueCfqY+tVius/8ysYTKZYDabYbPZHNowyO3ydpVtN5vNMJlMbrcDcGm87Gm7xWKBoigu29PS0mCz2Vzu32KxeBy73vfJ3di5T9ynSN2n+vXrR9w+ReLzxH3iPrkbe926de3retmn8nIzABMsFhusVvVxtfsUFWWC9hh9VJTjbbX7mpSkABA9AWJjFSQkiM9ahYVWWK3A2bPivuLi4DLGOnVMSE014/RpcTkxUTyOu30SrRMs/4zHCu1dheu1FxWl/o0SEsTjREeLv29JiRhjeTmwbp0Y94cfAs88w3gywj4pimKPX6vVGhH7FInPE/eJ++RpnwA4xHAk7FMkPk/cJ+6Tp30ymUwOMRwJ++Ru7L7uk7fCnrRt1qyZy7aCggKH7SaTCRaLBbm5uSgoKEB7TTlHcnIyDh8+7PH+p06dihdeeMFl+9atW5H4T1O21NRUZGRk4ODBgzgtv21AJEnT0tKwf/9+FMrZNwCkp6ejdu3a2L17N0pk2QmA5s2bIzk5Gdu2bXN4Ytu0aYOYmBhkZmY6jKFTp04oKyvDzp077dssFgs6deqEwsJC7N271749JiYGsbGxSE5OxqFDh+zbk5KS0KJFCxw/fhxHjx61bzfCPsXFxaFt27bIzc1FTk4O94n7FNH7pCgKYmJi0LZt24jZJyDynifuE/fJ3T4pioLCwkI0aNAArVq10s0+lZV1BmBCYWEuMjNz3O7TkSM1Aaifqc6dK0JmZlYFz1PXf+7HioQE8TFx69Z9SEg4g0OHGgCoj9hYuN2n9u1rY8UKcfns2ePIzDzqdp+OHo0BID7LHTiwCyaTenA9XK+9qCi1zDg29hwyM7fCYhF/3z17smG15uPIkWgAHQAAGzaA8WSQfdqyZQvy8/ORlJQEk8kUEfsUic8T94n75Gmfjh49ij179thjOBL2KRKfJ+4T98nTPlksFqxZs8Yew5GwT8F4nho2bAhvmBSdTOFmMpmwb98+NG3aFE8++STKy8sdJhlLT0/HmjVr8Oijj+Kiiy7CQw89BEBUesTFxaHcwywR7ipt09PTcfr0aST/c+6eETLxVqsV27ZtQ4cOHey/p729UY8uROIRE+4T98nddqvViq1bt6Jz585wZtR9kmOMpOeJ+8R9cjd2Gb8dOnRATEyMbvZpyhQznn/ehLvusuHdd91X2n73HTB8uDrL1hdf2DB8uOfnKSpK3LZJEwV16piwYQPwzTdWDB0KPPywCW+9ZcaECcDkya77dO+9Zvz3v+Ly9Ok2PPqo+0rbEyeABg3E4+zebYX2+H24Xnt79pjRpo243KyZgt27bWje3IzsbBNWr7aiZ09g1SqgXz8x7rZtgS1bGE9G2KeysjJ7/FoslojYp0h8nrhP3CdP+1ReXo4tW7bYYzgS9ikSnyfuE/fJ0z5ZrVZkZmbaYzgS9snd2H3dp6KiItSsWRP5+fn23KQ7Ya+0dSc1NRVbtmxx2FZYWIiYmBikpqbixIkTLts9iY2NRaybhmkWi8X+gpHkH9ndbUO9XVYXOzObzR63u2OUfXKH+8R9CtZ2veyTPLIYSfsUzO3cJ+5TsMbo63Zv9kl7G73sk/wMGR1thvOvyPH+02nKLi7O9baA69g7dTIhP1+sl5VZYLGoE3LFxbkfo7avbUqK4+Nob5+aqm5PSLC4HU+oX3s1aqjrcXHiceREZFarGKOmiAOFhYwnT9v1uE9yTNrbGH2fAt3OfeI+BWuMvm73Z5/cxbDR98mX7dwn7pOn7UbYJ5PJ5DaGK7q93vfJ1+2e9skb7vcizHr27InVq1fbL+/btw+lpaVITU11uW7Tpk1o1KhROIZJREREFDbeTETmfFy7oonIAGDpUmD4cOCdd2BP+MqJyOSJS54mD9MmbUXfWs9juu02YPBgoEGDiscTKtpJ2OQZc84TkR086HobIiIiIqKqosukbb9+/VBQUIC5c+cCAKZMmYJBgwbBYrFg2LBhWLlyJX799VeUl5dj+vTpuPzyy8M84qpnMpmQnp5ur9QjImNhDBMZl17j15+kraeEqzRgAPDVV0Djxq5JW9nmy5ukbQVneQEA5s8HFi8G9PIn1RY/nDollrLSViZt9+9Xb3PmDKCPBmNUGb3GLxF5hzFMZGyM4cDosj1CVFQU5syZg5tuugnjx4+H2WzGb7/9BgCoU6cOZs2ahSFDhiAxMREpKSmYN29eWMcbCmazGbVr1w73MIjIT4xhIuPSa/zKpK1MLrrja6WtlqdK27g497dv2FAkawsKKk/a6tnZs2Ip/65lZSJBu2iRehubTfxdtG0VSJ/0Gr9E5B3GMJGxMYYDo5tKW0VR0LRpU/vlYcOGISsrC/Pnz8f27dvRXlO+MXbsWOzcuRMfffQRNm/ejPr164dhxKFltVqxY8cOlybIRGQMjGEi49Jr/FZFewQtX9sjmEzAk08CAwcCPXp4/zh6pW2PsGoVsG+fY5JW2yJh2zagUyfRVoL0Ra/xS0TeYQwTGRtjODC6Sdq6k5aWhqFDh7rNyjdr1gxXXHEFEhMTwzCy8CiR5yUSkSExhomMS4/x603S1jnBWll7BC2ZtD15UlSfVtYeAQAmTAB+/RWIj/f+cfSiVi3Hy9pK24ULxfqIEWq/Xpm0nToV6NAB2LIFuO++0IyVfKPH+CUi7zGGiYyNMew/XSdtiYiIiMi9UFXavv460L27WnHrqT2C0S1eDLRqBXzzjbgsk7ZFRcBnn4n1W25RWz/IpO2ECaEdJxERERFVD7rsaUtEREREFavqpK22WnbHDkCe3ORLta6R9OoF7NqlXpZ/q2+/BXJzgQYNxERtzpW2zs6eNWalMRERERHpCyttDcJsNqN58+Ywm/mUERkRY5jIuPQav/4kbf1pjyCdOeP7fRiZrLT99luxvOEGwGJxTdo6TwR38GBoxkfe0Wv8EpF3GMNExsYYDgz/agZhMpmQnJwMk8kU7qEQkR8Yw0TGpdf4DWWlrVZ1SdrKv5XNJpY9e4qlc9K2bl3H38vODs7jr1gBfPppcO6rOtNr/BKRdxjDRMbGGA4Mk7YGYbVakZmZyRn3iAyKMUxkXHqNX38mIvMladuokfvtkdrT1plzBW27dmLpnLQtKBBL+fcKRtJWUYBrrwVuugk4dCjw+6vO9Bq/ROQdxjCRsTGGA8OkrYHwRU5kbIxhIuPSY/yWl4tlRUlb58SjL1WyQ4cC//uf+PH3PoxM+7czmYC2bcW6Nmn7/fdq24hevcQyGEnb3FzgxAmxfupU4PdX3ekxfonIe4xhImNjDPuPSVsiIiIiA/Km0ta5fVhFt3UWFQWMGAFcfrnj9uqStNVWJXfooPb4rV1bLLdtA668Ur1Np05iGYyk7f796vrZs4HfHxEREREZD5O2RERERAbkTdLWmT/txJKSgBYt1MvVpT2CNln69tvqenq6WC5c6Hj75s3FkklbIiIiIgoGJm0Nwmw2o02bNpxxj8igGMNExqXX+PUnaeuvzp3V9epSabt5s7ret6+6LpO2ZWWOt8/IEEsmbfVFr/FLRN5hDBMZG2M4MPyrGUiML7OHEJHuMIaJjEuP8XvypFimpFT9Y3Xpoq5Xl6RtUZH77TJp60ybtFUU/x7z2DGgtJRJ22DTY/wSkfcYw0TGxhj2H5O2BmGz2ZCZmQmbzRbuoRCRHxjDRMal1/jdt08smzWr+sfSJm2rS3uEOXPE33bxYsftjRu73rZxY6BRI9F+oqRETaj7IisLSEsDLrmESdtg0mv8EpF3GMNExsYYDkwITqgjIiIiomDKzwdyc8V606YV37ZpU5EE7NHD/8fr1k0so6MdJ+iKZAMGAHv3um5v0ACwWACrFfjkE9Ge4vzzRQVyWhpw5Iiotq1b17fH++gjsVy1Sp3UDACKi/3fByIiIiIyLiZtiYiIiHREUYBx44CcHOCLL0SC0Jmssq1TB0hMrPj+Xn0VWL4cePFF/8fUpAkwaxZQowZQ3VuSRUUBjz0G7NwJDB/uWHmckaEmbX1NkmsrauXz67ydiIiIiKoPJm2JiIiIdOTHH4E33xTrO3YAHTq43kaePu9Na4RrrxU/gXr44cDvI1JMm+Z+e0YGsHatf5ORaZOzZ864305ERERE1Uc1r5UwDrPZjE6dOnHGPSKDYgwTGVco49dqBZ54Qr2cl+f+dqHsZ0ve005G5qv8fPfbmbQNDP//EhkbY5jI2BjDgeFfzUDKysrCPQQiCgBjmMi4QhW/H34IbNmiXq4saVtZP1sKLZm03bbN9bqvvgJGjQKKitz/7uHD7rczaRs4/v8lMjbGMJGxMYb9x6StQdhsNuzcuZMz7hEZFGOYyLhCGb/Tp4ulLEZgpa2x9O8PmEyixcXq1Y7XXXst8PHHosewO4cOud/OpG1g+P+XjG7LFmDsWM8HdiIdY5jI2BjDgWHSloiIiEgncnLEsksXsfSUtPWlpy2FTpcuwODBYv3vv93f5sAB99tPnHC8LBP3TNoSVW8XXQTMng3cemu4R0JERKHGpC0RERGRDigKUFws1hs1EsvcXPe3Y6WtftWtK5YFBe6v91RoUljoeLlFC7GsyqRteTnw5JPAzz9X3WMQUWDke8nvv4d3HEREFHpM2hqIxWIJ9xCIKACMYSLjCkX8nj0rErIA0LixWDpX2p48CfTpo/ZFbdKkyodFPqpZUyy1Sdtz59R1d0nbc+dck7Pt2ollVSZtV6wQLTnuu6/qHkMP+P+XIoH2faS6YQwTGRtj2H9M2hqExWJBp06d+GInMijGMJFxhSp+tRNUNWwoljJpu2sXULu2qOJctUq9TWxslQ6J/JCcLJbapK02+e4u8eJcZRsVBZx/vlivyqRtfr5YZmUBp04Fdl+Kos9WDvz/S2RsjGEiY2MMB4ZJW4NQFAUFBQVQZAkOERkKY5jIuEIVvzJpGx8vErSAmux7+GHg9GnH27M1gj65S9pqnzt3fYpl0jYmRkxg9tdfoWmPINtxAMC6dYHd1x13iAMJgd5PsPH/L5GxMYaJjI0xHBgmbQ3CZrNh7969nHGPyKAYw0TGFar4lUnbGjWAlBSxLnvaygnKtOLjq3Q45KfKkrYnT7r+jkzaJiUBvXsDHTqoz69RkrZ//CES0jff7Fo5HE78/0tkbIxhImNjDAeGSVsiIiKiMMjKAu66C1i6VFzWJm1TU8X66dPitPPDh11/v7Q0NOMk37hL2monlHOXtJW3lb8LiNcB4Ng2I9i0Sds//wzsvmRyec8e4MEHA7svInKvOve1JSKqjpi0JSIiIgqD//4XeP99YOBAYOxYtadojRpAgwZi/fBhYP9+19YIAHDttSEbKvmgskrbEydcf0dbaSslJoplqJK269apE+H5Q1sRPH8+sH27//dFRIJzTLo76ENERJGLSVsDiYuLC/cQiCgAjGEi46qK+D10SF2fPRv497/Feo0aQOPGYv34cWD5csff69YN+PBD4P77gz4kCoLKkraFha59bStK2lZlqwFt0vbYMfdtOLwlk7Zy/7Wv73Dj/18yKm2MAsC+feEZR7gxhomMjTHsPyZtDcJisaBt27accY/IoBjDRMZVVfF79KhYNm8ulrKnqGyPEBsrLn/5pVh27y76hf78M3DrrUB0dFCHQ0HiLmm7d6/jbQ4ccLzsrj2CTOCeORPc8Wk5J4T87WtrtQJlZWK9fn2x1EtfW/7/JSPTvo8A1bOCnTFMZGyM4cAwaWsQNpsNp06dYvNmIoNiDBMZV1XFr0zanneeWMrkXI0agMmkVtsuWiSWjz8OfPQRUKdOUIdBQeYuabtjh+NtnJO2FVXalpRUXR9L56Stv31tS0rU9Xr1xNI52RQu/P9LRrFkCXDRRWJSP8n54Ed1TNoyhomMjTEcGCZtDUJRFOTk5EAJpNkYEYUNY5jIuKoqfmXStksXx+1yAqpGjRy39+oV1IenKiKTtkVFogIVUJO2MqG5f7/j77hL2mrXq6raViZt27QRy/XrA7sfQK201UvSlv9/Sc8UBXjhBeCJJ4BBg4BVq4Abb1QnmmSlLWOYyOgYw4Fh0paIiIgoxMrK1InHnJO2ssJSVtoCQN26QLNmoRkbBUabbC0sBGbNUpO0gweLpXPS9uBBsdS2R4iJUVtgVFWrAZls7dRJLP3tQyv72cbEACkpYl0v7RGI9GzLFmDSJLWnOQAcOQL8+qvoX+uctF2/PrAJA4mIyFiYtCUiIiIKsePHxTIqCmjXzvE6WWl7/vnqtr59RcsE0r/YWLUfcX4+8NprYr1xY7UVhrY9wrFjYmI5ALjkEsf7quq+tjJpm54ulvJAgq9k0jY+3n17CCJyT3ugpG1b9QDKlVcCLVsCkyeLywMHioMix44BWVmhHycREYUHk7YGkqQt3SAiw2EMExlXsONXJm3r1QPS0hyvk0nbgQPVbVdeGdSHpyomE5ebNwPZ2WJ9yxagaVOxvn+/aJ1w++3i+S8uBnr2BIYOdbwfWXUdqqTt6dOAPy3n9J605f9f0qtjx9T1X39Vk7aAiMXly8X64MHqQZ+VK0M3Pr1gDBMZG2PYf0zaGoTFYkGLFi044x6RQTGGiYyrKuL35EmxrFMHSEhwvO6yy8SyQwegWzegYUNg+PCgPTSFgExcfvedWPbuDdSsqSZtDxwANm1SK2wB4MUXXaup5Xecqm6PIJO2NpuoDvaVNmlb1WP2Ff//kp7JpO0tt4g+5jIWASAuTl2/5BKgTx+xvmJF6ManB4xhImNjDAeGSVuDsNlsOHr0KGfcIzIoxjCRcVVF/MrT0GvXFsthw0QCd/NmYMAAsc1kEpPS7NoF1KoVtIemEHBO2vbvL5ZNmojlqVNqH1sAaN1aTdZrharStlYttcLbnxYJmzeLZUKC/ipt+f+X9EwmbeUEftpe5qNGAZ99JlqsdO+uJm3nzAHuuw84cSKkQw0bxjCRsTGGA8OkrUEoioKjR49yxj0ig2IMExlXVcSvttIWAL7+WpxGrz01FhCVVjKZRsYhE5eHD4tlv37qdpmA//tv9faLFrnvWRyqStuEBPUAQrduwIIF3t9HdjYwdqxY12OlLf//kp45J20bNFCvGz4cuOEGYNw4cfnCC9Xr3nkHeOmlyu9/2jTg00+DMtSwYQwTGRtjODBM2hIRERGFmHOlrckkEl4UGWrWVNfNZuCii9TLstpWJm2HDhWVtu5oK20VRST3c3Icb5OTI/pd/vij7+N0l7Q9cwa47Tbv72PRInXdZHKstP3xR06aRFSR/fvFUiZte/USExmedx4wZIjjbWvXFpOVSUePVnzf27cDTz0F3HQTUFYWtCETEVEIMWlLREREFGKy0lYmyiiyyMQlAHTt6pjElX1tZdI2JcXz/WirVv/v/4BrrgEefNDxNnfeCfz0E3DFFb6NsaxMfR3WquXbazEzU03G7tmjbj95Ut33DRvEmG64wbdxEVUXP/+sTiomJ6Rs3Fj0vP7tN3HAx5m2522rVhXfv7bVyY4dAQ2ViIjChElbgzCZTEhNTYXJ3blzRKR7jGEi4wp2/JaXA598ItZlewSKLNqkrexnK8mk7d69YqlN6DqT1+XlAV9+KdZ37XK8zcaN/o1x507xWkxOFokgb1+LO3cCPXqINgpZWcC6dep1J06oiWZpyxbAavVvjMHA/7+kVz/9JJZ16qj9agFRdeupLY6293Vl7SHlQRlATHxoVIxhImNjDAeGSVuDMJvNyMjIgNndIVci0j3GMJFxBTN+FQW4+Wbg9GlxmZW2kUmbtJX9bCXZHkGqqNJW9r89eVJtf6CdfEhR1NeSr+TkYZ07i7YG2l6aFXnlFZHsLSwEXnxR7dsLiNYK2n0HREXvoUP+jTEY+P+X9Co7WyyffVa0KPHGww+r6yUlFd9Wm7T19+COHjCGiYyNMRwY/tUMwmazITs7mzPuERkUY5jIuIIZv59+CnzxhXrZuSqRIoM2cdm3r+N1stJW8iZp+8MPQG6uWD91Cjh3Tqw/9ZT/Y8zMFMvOncVSe9p1RbZsUdeXL3dNGjsnbYHw9rXl/1/SK9mf2tvYA4CoKGDSJLF+9mzFt9Ue4Fm71qeh6QpjmMjYGMOBYdLWIBRFwenTpznjHpFBMYaJjCtY8VtcDDz5pHq5bl3HCaoocsjEZceOrtXU/iRttZOPKYpI3CoKMH26/2M8cEAsW7YUy8aNHa/39N2qsFBd378fyM9XLz/2mPsDEeFM2vL/L+mFogBr1qjJVn+StgAQFyeW7iptH34YGD9exK82abtxY+WVuXrFGCYyNsZwYKLCPQAiIiKiSKcooioyJ0ecHr9tGxAfL05Lp8gzcCDQujXw0EOu17VtC8TEqLO5e5O0dXb8uOMkQ4DvVduyrYFsi+CctC0uBhITXX9Pm7TVWr9eTLpmsTjuHxDepC2RXsydC4wZI37eeAM4ckRs9zVpGx8vls6VtseOAa+/Ltbr1XNM2paXi8kBeaCQiMhYWGlLREREVIXy8oALLgDefFNcnj5d9C9kwjZytW0rJuy6+27X6+LixPVSRRORaZO2ZjPQsKFYP34cWLbM8ba+FrDIhJG8T+ek7Zkz7n9PbtdOiJScLCYns1jEZecEspx0jag6e+IJsXz/fXGwRlHEAY569Xy7H0+VttqYnTABWLTI8frVq317HCIiCj8mbQ3CZDIhLS2NM+4RGRRjmMi4Ao3f+fPVfoI33ghcf30QB0eGpE149url+XbapG2vXqJ6F3BM2j7wgFgWFfmWuJVJW1lp6zwRmbukraKo2wcPVrenpjrezrmv7e7dwJ49vieWg4H/f0kvtK//8nLROuXpp8UBGV/ISlvnpG1xsbp+7pzaumTAALFctcq3x9GL6hjDRUXA1197PrOByEiqYwwHE5O2BmE2m5GWlsYZ94gMijFMZFyBxu/Bg2L5wANiIjJ+ZqVHHwXGjROTenlbadurl9of99Qp4LffxPqVV4qlonjfs7KwUE2+ymRtVBTw3/+qtykqcv294mK1160vSdtNm4BWrRzvP1T4/5f04MwZcdaFNHiwaF8gJxXzhay0dW6PIJO2zpW7998vlqtWhefASaCqYwxPnw5cc414f370UXXiSCIjqo4xHEz8qxmE1WpFVlYWrFZruIdCRH5gDBMZV6DxK/sKOp9+TtVXgwbAa68BHTpUfDtt0rZNG7XCbt06kbitUQPo31+9jbtEqzuyyjYx0bFv7d13Ay1aiHV3lbZym8kkWjzIXpzOSVtP/XVlVXAo8f8v6cGmTeoBj5Ytgbff9v8AnnOl7d69wHvvqVWZdeo43n7oUCA6WvS83b/fv8cMp+oYw5s2iWVRETBrFtC9O3D0aHjHROSv6hjDwcSkrYEU8vwIIkNjDBMZVyDxe/y4WNatG6TBULWRkKCun3eeWmH3ww9i2bev2BYbKy57m7Q9dkws09Jcr5NJXHf3JcMgMVEknOSkRpVV2koyaRVq/P9L4WK1Atu3q5Xxw4eLdiHNmvl/n86VtjffDNxzjzrxYUKCmPgSEBW9cXEi6QcYt0VCdYth2Qf83nuB+vVFu4sGDYDffw/vuIj8Vd1iOJiYtCUiIiIKkq1bgZdfdjxNXVba+jrZDJHJJFpqvPaaY9L25EmxvPhisaxRQyy9TdrKXpfaSl5JJm3dVdrK71yyknb4cLGUCSHtuCU50RkQvqQtUbiMGwe0bw88/7y4fN55gd+nc6Wt7Jm+fbtYJiQAkycDH34ILFwotvXuLZbr1gX++FS1FEVN2j76qJjkUZLtcIio+ogK9wCIiIiIIkWfPqJvYX6+6EkHsNKWAnPjjeq6TNpKTZqIZY0awOnT3idtCwrE0l1FbEUJYG2lrRxb376uk5itWaOuDxwILFjg3biIIs2GDeq6xRKcpJu20ra83PX6hATRDuHWW9VtGRliKQ8ikn7l5Ijn1mIR7/GyZQ0g3oP/+AP47jtx0OyCC8I2TCIKEVbaGoTJZEJ6ejpn3CMyKMYwkXH5Er9yoplPPxVLRWGlLQWPc9JWJk99rbStKGkrq2jd9b6U1bfanrUNG7r25rzjDrEcOtS1v21ZmXdjDBb+/6Vwys0Vy+++E32ou3QJ/D61lbYHDrheL98PtGRVfWam+yp6PatuMTxjhli2bi2S787v0/36iYPC118PlJaGfnxEvqpuMRxsTNoahNlsRu3atTnjHpFBMYaJjMuf+M3JEcuiIrXvICttKVDOSVuZEJVJmp07gUOHRB/NilSUtB08WCxnzhQHHGw2kXD6+mtRzat9XE8mTRIHLv7v/1zHLCdBCxX+/6Vwkknb9HSgZs3g3Ke20nbPHtfrtb2wJdl3OjNTxO+TTxqnXUl1i2F50PfZZ8VSTvgo1agh3rsPHRLvy0R6V91iONj4VzMIq9WKHTt2cMY9IoNiDBMZl7/xu369+FIFiC9Z7qqfiHzhKWlbv75Yjh0LNG4sTplVFM/3I3vaukvajh4NdO0qqsafe05McHTVVcA116inW1eWtE1MFK0TYmOB++8X1WLOjx0q/P9L4aIo6oEOd/2j/aWttM3Kcr3eXdLW+fGnT1eTg3pXnWL47Fn17Bx5AO2OO4C77xYHwfbvB44eVfuJu6u0JtKb6hTDVYFJWwMp0c5qQkSGwxgm8l5hoagI0gtv4tf5NMWePYGnnxbrrVu7nkJO5CtP7RFefhlo3lzdvm4dkJ3t+X4qqrS1WIA33xTrs2cD778v1rWJ19atvR9z8+air3PTpuJyOE7N5v9fCoeiIuDcObEuK12DQb4PWK3Ajh2u11dUaatlpEnJqksMHzwolgkJaqI9Nhb473+Ba68VPW4TE9Wq7VAfBCPyV3WJ4arApC0RERGF1EMPiYq9iioBe/UCOncGli8P3bgCUVgInDzpuv2rr8TSlyQXkSeeKm27dhWnSZeViYMFALBqlef7qShpC4gJ9WSVFyB60xYWAv/7n/iZOtW3caekqEkGo/XTJPKXbI0QHe0+keovWWkLAFu2uF7vTaUtABw+HLwxUXDI1krp6RUf6JXv3fK9nIgiF5O2REREFBKKIvpZvvkmsHChWlHizvbtYvn556EZWyA2bxZVTEOHqtuc23a1aRPaMVFk8lRpC4gv+NHR6mziq1d7vp/KkrYA0LKlup6RIaq9RowQP9qqW2/JsRYW+v67ROE0YQLQo4fvr11ta4RgnmkRGwtERYn1TZvEUhvL3iZt9XQ2CwkyaZuRUfHtIi1pW1wM/P57xQfziaorJm0Nwmw2o3nz5mzeTGRQjGGq7ubMEVWBo0ap2/LyxHL1as+nafqTHAq2yuL3zz/FKbB//y0ut2sneg3u2aP2sW3bNkSDpYjmnLR11ydZzk6/c6fn+/EmaSv75AJAvXreja8isio41JW2/P9LgZo6Fdi4Efj4Y99+T1baBrOfLSASwHJiS3l6/Hnnqde7S9pqq3OlHTtECwe9q04xLA9YO08+5kyeueCctD13ruID4np1111A//6+xxgZQ3WK4arAv5pBmEwmJCcnw8SGeESGxBim6iwrS0xoVFQELFumbj99GvjxR3Eq9oAB6pdHbaWFHpK2lcWvTD5LtWuLcbdoIdoj3H+/mMSJKFDapG1iomtFN6D2tnU3q7zkTdJWm6gNRtJWVtqGOmnL/78UCG1S09eqRpm0DWY/W0kbk1FRQKdO6mV3SVt3L39FEWeK6F11ieH164FZs8R6v34V31a+dzv3tB07ViR8773XOFWrubnAJ5+I9cmTwzsWqhrVJYarCpO2BmG1WpGZmckZ94gMijFM1ZWiiNOsjx4Vl7XVe2vWACNHAjab+GIsvzxqT0HVQ9K2sviVSds2bYCYGFEtIl16KfDWW64VkkT+cE7auiOTtnv3AsOGub9NOCptw5W05f9fVV4eUF4e7lEYy4ED6rpMwnpL2x4h2LTx2ayZOFgouauqBYAGDVy3yfYKelYdYjg3F7j+etGX/JprgNtuq/j27tojzJ+vThz57rvAzz9XzViDaetWx1YQJ06ok/dR5KgOMVyVmLQ1EL7IiYyNMUzV0YkTjpd/+01Naj71lGOVyF9/iaX8ogvo58N7RfErv8jfcINYf+mlEA2Kqh1t0la2G3DWqJG6vmiR+9vI12x1qLQF+P8XEO/F6enAoEHhHomxaJO2n34K+PJSOn5cLIMRP86099mypeN7Q+/e7n8nMxOYNg1IS1PbqGzcGPyxVYVIjmFFAW6/Hdi/Xxx0++CDynsgO7dHOHUKuOMOx9tMmCAOiuvZ+PGO/xNyc4HFi93fdskSz620SP8iOYarGpO2REREVGV27XK83KSJY1VFejowZoxYlxU/2qSt3ictUhS1d2hKSnBnCCdy5k2lrcXieNn5S3tRkXowpaLJbiIpaUvigNmZM2KyH72/r+qJNmm7b584OOdtIqwqk7baStsWLYAbbxSthhYsAFq1cv87tWsDTzwhJgR9/nmxzQiVtpFu+3ZxgC06Gvjf/8Rnico4V9pmZTlen5QkEvJffBHUoQZVebljgvbmm8Xy3XfFcuFC4LPPxPqhQ+KA0/nnG6ftA1GwMGlLREREVcY5aRsf73iq6MyZ4osmAGRni6WRkrbPPy+qP4CqOQWWSEt72rOnSlsAmD1bXT971vG6vXvFMiWl4l6b2qSQ9tRrf8nx6j2mI1VpqbreurXr64JUigK88ALw2GPA9987Xvfll8Czz3p3P8eOiaU2loKlTh11vWVLcQDmjz+AW27x7ve7dRPLLVvEKfl6Oasl0uXne35P7tgR6N7du/tx7mm7b596XZ064rULAJMm+T3UKrd+vbq+a5c61sWLgZ9+Am69VbTQOnnS8eCJESbPIwomJm0Nwmw2o02bNpxxj8igGMNUXWlnsJenbWsrBM8/Xz3NT3750FvStqL41bZC8KY6higQ2krbihJBd92lrjt/wZUVWS1aVPxYiYnAa68B//63OlN9IMJVacv/v8KRI+r60aPAt9+Gbyx6t3GjSCDNnAl8953Y9uCDwCOPiPWpU12Tue6EqtL26qt9//2mTcX/rLIyoF07cVq+Hv7fuhMpMXz0qOh936OHY7WoPGBd0ZkPzuTnppIS8RzKxC8gDiQ/9JBY377ddbIyvZAHvK+7TlSHt2olqmkVBRg8WL3dihWOB51OnQrtOClwkRLD4cK/moHExMSEewhEFADGMFVH27aJ5eDBwOrVYl37gTs93TVpq+2Dq5cvkd7ELyttqappk7Zt2ni+ndmsVuUWFzteJ5O2LVtW/njjxgGPP+7bGD0JZ3sE/v91TNoCnvtGVmfnzgEPPKD2Bq1dW1SIX3018PrrIol7553iup9+qvz+qrLSdsQIMc7Fi0UC1lcmk6i4BkTCLyfHu30Kl0iI4YkTxWti+3bg8GGxzWbzL2mblCTe5wHx+lywQKxPmgR07iw+j8iDBc6tE/Ri6VKxHDhQ3TZ2rOvt3nxTJG4l7YF9Mo5IiOFwYdLWIGw2GzIzM2HTezdxInKLMUzVyYkTQPv2oj+Z7Jf39NMiQQs4fjExmRwn1FAU0cdM0kPS1lP8OoczK22pqmmTtpUlXWV/5eJiEVcTJwKff+59pW2whStpy/+/gkzayn6nixfrf5KiUPviC+A//xEtAwBxenZBAfD11+rEUOedJ5ba07U9qcpK26QkYO5cx4pEXzVv7nhZry0SIiGGrVbg//5PvbxzpziA3aKFmBwO8C1pGxUFXHSRWP/xR5EIBkSLBUm+x+/Z4/+4g03ORbVkCbBsmVjXJm2HDXP9naVL1R7MACttjSgSYjicmLQlIiKioPrkE/EF4pNPxOQRANCpk3r9Qw+Jn+XLxWVtpe1vvwFr1qi31UPS1hNtRTDgeWIoomDRJm2bNKn4tjVqiGVREbB5MzB5spisSJ4WH+qkrexpq9dTdaWSEmDAAFHJPHy4enq80cnKvmefFe9Vx4+LNgAkKAowa5bjts6dXW8n405WR3py7pzoxQlUTdI2GJzfA5z/p1HwrF7tmGzcuRN4+21g/351my9JWwC47z6xTEkBpkwR1bbaVhny+dVLpW1WFpCWBnTpItogAECDBo4T50VHq5PT1qwpKmy1SV2ASVuqfqLCPQAiIiKKLF995Xi5USPH1gGJieJUU0kmbc+cEYklALjwQmDVKiAvr0qHGpCcHHW9dm21kpioqmiTtl26VHxbbaWttkWCPJAS6qRtWppYOp+mr6UowPjxYuzyvSDUVq0SB48AMTnOn3+qCU8jk3/3Jk2ASy8V79OLF6uVo9Xd6tXiudZyV80uE2uVVdp++62oZK5TR79JW+dK20h4neuV88GfrVtd+yJrq2S9ceONYkKy8893nJhOku/x2n634aAo4mfmTHEgQx7MAESMySp2adYs8bnwxhvFvk2erPa/BZi0peqHlbZEREQUNGVlIukBAD/8AAwdKk7LroicBRkQyZKoKODFF8XlY8f0O2HOwYNi2bGjqCCJjQ3veCjymc0ikbhtW+U9lD0lbaVQJ23lRITHjwPl5SJpOHeu42327gVefVXEf25uaMcHiL/tDz+I9Z49xfLIEVHFJvsvGkVhoeNkRzJp27AhMGSIWJf7Sq5VtoD7XrQyaZubW/GZIB99JJZ33w1YLIGPrypoKxwBJm2rgqIA33wDzJ8vLl9xhVj+5z+OVbaAaCvlC5NJxLK7hC0gqliB8FdQjxgheqy//bbrddrJXKWkJPF/4PzzxWXn1ymTtlTd6DppO2fOHKSnpyMhIQEXX3wx9v5zmGjLli3o2bMnatWqhfHjx0PRfiKJUGazGZ06deKMe0QGxRim6mLrVpG4TUkRvfa++058aa1IbKxjwvOqq4D+/YELLhCXn3xSJH/PO0/MvhxqnuJXJpUaN1arhYmqWqtWYrb3ymjbIxQVOV4XGyuSd6FUp4449VVRRHL22mvFpE6y7yeg9hIFgN27g/O43v7/PXZMtER49VVxedgwtaXDM8+4nqKrZz/8IA6GyX0pLFR7CTdooCaO1qxxPOuhutq/H/jyS7GunSunbl3X2yYnq+/3Bw6IdhruyNdvv35BG2bQ9erleHnxYuDii4HPPgvLcDwy8mfozz8XbVaOHhXJ++nTHa8fPhy47DJg5crgP3ZqqliGc+KulStFbJWVuV73xRfexYdzUppJW+MxcgzrgW7/allZWZg8eTK++eYb7NixAy1atMAdd9yB0tJSXHXVVejRowfWr1+Pbdu2Yd68eeEebkiUuXu3IyLDYAxTpLNaRUUJAHTv7nrKW0W0Sc9mzcSXm6+/FpWFO3aIJMSGDWoSItTcxW9BgVgyYUt6pK20dU7aNm+uzjweKmazmij+8Ud1u4wjQPTelXbuDN5je/P/d+tWx8vdurn2Da7qOhF3FdH+uPFGsRw/XoxZVtkmJoqfRo3UU7GZtAXeeku0Mrj0UsfqWk+TS8oKxk6dROWtnHBTUhS1fULTpsEebfDExAAjR6qXT5wQveadE4t6YNTP0NoWCJ06ibhr21bdNnMm8NNPoiVUsMmzMcKVtN2/H+jTx3Gbtve/PJuhMs6fJZm0NSajxrAe6DZpu2nTJvTu3Rvdu3dHRkYG7rzzTuzZsweLFy9Gfn4+Zs6ciRYtWmDKlCl4//33wz3cKmez2bBz507OuEdkUIxhinSKIipkX3hBXO7d27ff1yY+5ZfmevWAG24QH9gvvlhs+/TTgIfqM0/xKydUYtKW9KiipG2oWyNIskXCF1+o27Rj0yZtd+0K/PHuvFNUlW7dWvn/3/Jyx8stWrj2qa7Klg1Tp4oqzk8+Cex+SkvVqlpA9IyUkztqq6vlTPbHjgX2eJFAJtbuvdfxdeDpwKPszwyIROfgwY6V4Xl56sEIXyeXCrUPPxT9QufOBcaNE9v0NgGokT9Dy/dhQLxOAODdd0Wy/N13xUHqqiIrbYPxvnXypO9nOv3xh+u2zz8XidxPP/UtNlasUHtDM2lrPEaOYT3Q7URk7du3x9KlS/HXX3+hWbNmePvtt3HppZfi77//Ru/evZHwzztg586dsW3btjCPloiIqHr73//EqZVxcWJG48cf9+333SVtAfGF8r33xBfj5s319WFdfinX9uQl0gttewTnCtGqTBRURCZtV6xQt2kTjNoejzt2BPZYJSWyZ64JI0Ykols397c7cUIkiJ3fW9LTXfsGHzmiJkKC6bvvgAkTxPqqVcBNN/l/X86TDu3dC9xxh1iXFaKAmsAtLhbPgbYCrjopKlKrui+4ADh3rvLfce51e/y4SMht3Sr6TWdmiu316jkm7fQoOhq45BKxvmmTqLzWxiQFRva+T0oCnn1WrPfvL36qWrDaI1itomK8qEi8NuT/lsps2CCW3bsDd90lzl7o3Vttz+KLiy4C/vtf0U5CT58DiUJB10nbESNGoNs/n7CaNWuGtWvX4pVXXkEzzSdNk8kEi8WC3Nxc1HIzI0NpaSlKS0vtlwv++YZltVphtVrt92E2m2Gz2Rz648rt8naVbTebzTCZTG63A3A5suBpu8VigaIoDtvlfbo7OmGxWDyOXc/75Gns3CfuUyTuk9Vqtf9upOyTHGMkPU/cJ//2qbzcgiefVACY8OSTNjz3nByr9/tUq5YZgChrqlPHCjlUi8WExEQzioutACw4exYoLbUiJiZ0z5OMX6vV6rA9L88EwIzkZBsA/T9Pkfja4z553qeEBPG4Z87YIB5CPcGuZk0brFb19qHap9tvV7B5sxmFhcDhwyLeCwvVsRw6pL4PbNumwGpV78fb50lRgPnzTdiyxWS/r6ysWPv1zmO/5x4zvv7ahAEDFPvtASAuzooxY4B16yz2KsqDB632U5vdPR85OUDjxhaYzd4/T/v3m3HLLepjFxSI58vf1544LV/MfDVunIIffwR27hT3nZYm/tYWiwU1aihISACKi004csSK5s2rZzz99ZcCRbEgLU1BvXoKrFY1Tpy/K8rL9euL935A9EHOzVWwd68JEyfaMH26+vsZGY6vYb29Rzg/H3FxAGBBUZH7z6rhft/T43f3vXuBM2cs6NrV/T4dPChi+5NPrIiLEwnQUMWTOBhuQUkJUFysID7ev+fp6FGgqEi8p2zbBvTo4d1rb+NG8X7+4IM23Hqr/A7k/z6lpIjPgadOibjSezx5s096/xwRrH1SFMUhhiNhn9yN3dd98pZuk7Z//vknFi1ahDVr1qBt27aYPn06hgwZgksuuQSxTtMzx8XFobi42G3SdurUqXhBnqupsXXrViT+c0g5NTUVGRkZOHjwIE5rDkWlpaUhLS0N+/fvR6HmPJH09HTUrl0bu3fvRomm+3zz5s2RnJyMbdu2OTyxbdq0QUxMDDLlYdd/dOrUCWVlZdipadplsVjQqVMnFBYW2ideA4CYmBhYLBbk5eXh0KFD9u1JSUlo0aIFjh8/jqOacxaMsE9xcXFo27YtcnNzkZOTw33iPkX0PmnfqCNln4DIe564T/7t0zfftMX+/SbUq1eGyy/fgcxMm8/71Lp1S/zyi/i/XFi4B5mZZx326ejR3QBEtmTt2m3o2rVJyJ4nRVGQm5uLAwcO4MCBVnjqqXN44om9yM6uD6AWbLY8AKm6f54i8bXHffK8TwkJ4hzuAwdO/JO0VcsDz507gczMIyHfp0aNcuwtTsaMaYONG+Nx6FA+MjMP4Nw54NixLvbf27UL2LhxC6KjFfs+VfY8nThRhkmTMrB0aYrDeP/6y4KtW7fCZDK57NPGjW0BxGHZMsdz4TMzM1G3rgW7dnXCxRefw/LlUVi//iDq1891+zxt2xaPUaPaoF8/4MMPjyM317vnae7cNOTnm2CxKLBaTTh4sAC5uVa/X3tr16YCyMCFFxbg1Vdr4NlnyzByZCmWLElBw4ZHsG3bafvzlJISi+LiWKxalQWr1VYt4+n778sBpKNFi0IcPJiHpKQM++nk8rGd98lmqwdAlCr36AFYrXn47LNa9oRtfLyCmBgTBg48gsxMdaY9vb1HOD9Px49HA+iAoiJg167dKC3Vx/N04sQJ5Obm2mNYT6+9q69uh0OHLFi2rAhJSXtc9iknRyRtz57djczMkpDG07lzVlgsXWC1mnDkSAmaNhX7VFxsxg8/1MKll+ahT5/29n3avj0e9euXo25dxeF52rkzHkAbAOJ9uXnzyl97JSUm/PlnZwBARsZRhzjwd5/y8rIAtMaJE1ZkZm7x67X3yCNlOHiwEM88cxAmEz9HhGqfZJGljOFI2KdgPE8NvZwR1qQ4p6p14pFHHoHZbMar/8w4oigKateujSeffBJbtmzBggUL7LdNSUnB7t27UdfNFJ/uKm3T09Nx+vRpJP9zPqNRMvGReHSB+8R94j5xn7hPxt+n5s0tyM4GPvjAhttuUxxu7+0+/d//mXDjjeJxs7Ot9lN3tftUo4YZpaUm7N1rRdOm4XmeatYUVUj16yvo0gX4+WcTPvjAhtGj9f88ReJrj/vkeZ+ef96Ml18GHnjABqsVeOcdMY4GDYC//7Y6nOYfjn264gozfvnFhLlzRRXWoUNAkyYWWCwK4uNNOHMG+Osvq33CrMqep6wsK664wozdu10bkXbqpGDTJpvbsaemmlFQ4Po7585Z7WO/9VYFCxea8MorNjz+uOJ2n+bMMWHsWHHfY8YoePddG/75blrh83T33WZ88AHQpo2CnTtNGDRIwU8/KX6/9l56yYRJk8y4804b5swRA7Babdi/X5zibDKpz1Pv3sCff5rw5ZdWDBtW/eJp1y4b2rY1QVHEWSJTpgB//mnGjTcqmD7dhhEj3I997lzxvAHApElAp05WXHedxX7fzz6r4MUX9f8e4fx85OUBdeqI/SgqskJbJ2WU971QvvaKi4HkZPH3uvZaBR9/bMOQIWacOQMsX26Doljs7TFOnrTaJ7YL5T6lpZlx8qQJmzcr6NhRjL1vXzNWrzZh3DgbZs0S7xHr19tw/vkWJCcrmDpVwdixZphM4nlavBi46iqxn888A0yeXPnztGQJcPnlFjRsCGRn2wAEvk+HD1vRqJEFJpOCkhIboqN9e+3l5log00V//21Fhw6enw9P2/Xy2tOOMVLiqTruU1FREWrWrIn8/Hx7btId3Vba2mw2nDx50n65sLAQxcXFiIqKwurVq+3b9+3bh9LSUqR6aDAVGxvrUpkLiD+cxWJx2Cb/yO5uG+rtJpPJYbuiKCgoKEBSUpLbcXoau573qbIxcp+4T8Harod9UhQFhYWFSEpKiph9CvZ27pPx9mndOjGhUHY2YDYD119vhvOveLtP2onL0tIsLvdjsViQnCz6TxYVWezJkFA8T9r4lZMmHTtmsve0Fa0d9Ps8aUXKa8+bMVb3fZIJgpMnzf+c9gy88oroN62HfUpKEsuzZ8X7hiySadjQhMaNgdWrgR07LOjSxfF+PI3l3/8WbQzS08UENytXqtdt3SoeJzFRTc5aLBYUF6u9qbVeecXxcTIyxO9lZppx7JjoEdmxo+M+aftGvv++CeedZ8HYsRX/DQDxngYALVqYsHMncOaMCWazqcJ9rWj74cNiPT3dbH+fjIqyoGVLx9uaTCZ7b9YTJ9T33OoST4oCXHmlGfL7fI8eZpjN4n/RgQMmAK73I+9b29N21CjAZHK8bevW/j9/geyTP9u1963NGZSUWNz24w3HPplMJpw5cwZJSUn2Kr2Kbh+q194R9WQFfPmlCZMmWbB0qbicnW2BHF6NGkBqqvq5paKxB3ufUlPFJGI//2xCp07AyZMWyFTK55+bceQIsHEjMGyYuH1BgQn332/C7t3ArFnieTquFsli+3bvxr5smVgOGgRYLMHZp7p1xXZFMaGgwII6dXy7n7//Vtezsizo3Nn92LUi7X3Pn+3BGKOiKCgqKnKJYXn7vDzRe33UKOD6642xT75u97RP3nC/FxVYt24dnnjiCQwePBidO3dGt27dMGTIEDz//PMu5cGB6Nu3L7788kvMmjULH3/8MYYPH460tDQ89NBDKCgowFwxswCmTJmCQYMG+f0HMAqbzYa9e/e6ZOeJyBgYwxSJzj8fmD5drHfuHNhENhkZwNdfi8nMoqPd30YmedwlWaqSNn61sx2L3pGOk6gR6UXr1mK5YwfsBxtq1IDLAZFwkZPZyEmPZPevhg1hr4DassX7+5PzEr/yCnD11Y7X2WwmbNjg+v/32DHX+5k1C3jiCcdtcuKc774Tk6l16iT612rJ5KucbG3CBO/eq+TvNW8ulpozNv0i/46NG1d+W5l81CZlqouNG2HvVQzA40R17lx2GTByJDBnDtCypahgjolRr2/VKmjDDKnoaHU/9DQZmV4/Qzu/B7zyirp+6JA6CVnjxoDJtZg/JOT7wOTJ4kCFpvYNBQXA558De/YAM2eKbX36iOVnn6m305x17jLRoSdLlojlwIH+jdud6Gj1wII/k5Fpk7acxz60KovhmTOBb74BbrghxAMzCK+TtpmZmejfvz9Gjx6NxMREjB8/Hp9++ik+/PBDPPzwwzh37hyGDx+Oq6++Gvu1U7/66brrrsNTTz2F1157DXfccQfy8vLw1VdfITo6GnPmzMEDDzyAOnXq4JtvvsG0adMCfjwiIiLyX8+egd/H1VeLGbg9kR/WZVLDahVVH6Fs9KSdNVlW2VRwRhNR2LRrJ5Y7d6ox4+2s36EgD/Ko1eti2aCBmrTdutX7+9u1SyxbtxYHlJxt2OCaNZGP2aSJSMQCotLSOcFywQUiwZmfr27T1qrYbGoC8IEH5ORUwGuvVT5umTANVtJWJopk8rgi9eqJ5bFjIrnfoQMwdWpgj28Uixap6x07qn9/b8TGAp98AowZIy5bLEBZmXp9mzbBGWM4yPcIGZdnz4oENzk6dEgcZAbgcDBXOnzYMWkbLh98IJYFBcDcucA116jXyedY6623xPLIEfXsAW1FsTxYXZHcXGD9erEezKQtANSuLZaeDjTNni3i0ulsdgDAX3+p69u3B3dcFBjtmSr6bN4aXl4lbefMmYNLL70Ut99+O7Zs2YLnn38eAwcORPv27dGpUydcdtllmDJlCnbt2oU+ffrgggsuwI8//hjQwEwmE5577jkcOHAAZWVl2LhxI7r9cwh02LBhyMrKwvz587F9+3a0b98+oMciIiIi3zhXkKWnV/1jykrbt98WH+peew1o3x645ZbQfcjTfrCUWGlLetSsmaiaO3tW/YLq7nTncJFJW1nRJ2MrNRX2PrbeJm2fekpNwLZqBfTrJ3ovNmwIXHmleHOQSQQtWUGWliYSMD/84NiqRbJYgOHDHbdp33OmThVVuIBI7k6aJNZnzACysioeu3OlbaAVjr4kimSl7aFDwK23iuqzefMCe3yj+OMPsXz1VZGU9HAWrdcuuUQs+/QB3MyNbRjOSdt77hGTrb33XvjGFChFAc6d8/33zpwB9u8XCcJz50Q14K+/iusuu0y8dgCRmHRORzhX2oZLkybqWRfyIIMnCxcCXbqoSeitW8V+r1ih3iY31/MZBCdPAj/+CLz5pvibt23r3cEjX7RoIZY33wwsXy7G9uqr4sAZAIwdKxLVX33l+rvaSlttlT2Fn7b4wd3n7Oqu0n9PW7duxcyZM7FixQrceeedFd7WYrFg/Pjx+OqrrzBu3Djk5eUFa5wu0tLSMHToUNSWh1uqgTjZkIyIDIkxTJHE+bRAWbFVleSHum+/BVatAn77TVz++GPg//6vah87Li4OigL7rOIrVohKxmbNQpOwJvJVVJT6ZV1WR+mp0ta5PYI2aSsrbffsATQTOXukPemuZk1RKfvSSyJxMnas+Da/fr1rpa18H6tfXyQXZBsEd7QVaoDj6bnPPquu16kjTvHs1UtUzU6c6Pk+S0rUylqZjAik0vbsWXVc3iSK5Pv2V1+pSe1DhyK/0qm8HFizRqxfdpnnljy+ePtt8TrQVvAakTZpm50tEnmASN76k/gMlkA+Q198sUggaivlK3PqlEh4Nmsm3h+io4HHHhNnA5086Xh6fdOmgPMk8L/+Cjz9tFgPZ9IWEPvuyXXXiffcG24Q/UQBxzMdXn1VVKjKHumA+2rb778H6tYV76HyPW/QoGCM3tHrr4sDcwcPivvv21f0aXeuF5QJc6mszLG61vkzLFW9imK4uFhd97YFR3VSadK2Q4cO2LJlC1o6d6+vQO/evbF9+3akaKObAmKxWNC2bduI791LFKkYwxRpwpG0LS93fHztZdmPrSrI+C0rs9hPge3cWZwevXMn4Ga+UyJdkC0SJD0lbWWl7ezZwKZNjknbtDRRrWizidP2K6I9Dfa++1yv79VL/N/dvdsE53qSX34RS2/auwwY4FhVL8frnMiqU0dUbT76qLi8Z4/n+5TXRUerFWnl5UBpaeXjcUf2s01IcEyyeKKdUEsqKgp93/BQ27hRJAlq1XKtkPRXmzbAiy9693fXM23S9p13HK+Tr6/iYuDdd0VSV+vcuapJ+AfyGfrUKeD330XF+4IFYoKsyir5Nm0C/vtf97ezWh0rNu++G7jrLuD55x1vJ99bAPftE0JJ/h9ITBS9Zn/5BXjoIZHMfeMNUe3/ySfq7WXS9osv1P167TWge3ex7i5pK8800KqKpG379iJ+zz/f8b334EHH/wXOZyxs2+b4mfHoUceWJlS1Koth7UHQys5OqY68OhFEO+va33//jZdeegmjRo3CkCFDcMUVV2DUqFGYMmUKdmg+VXmaqY38Y7PZcOrUKd01YCci7zCGKdKEI2mrTX4oiqh2kWQFbFWQ8XvqlIhfi0V8+bFYglOhRVRVnJO2ejptOz5eXZ82zTFpazJ53yJBWz03a5br9ampNjRpIr7Nb9igbi8pURMrzhOXuRMT43g7OV7n02zl31gmarST+DibMEEs27VT278A/lfb+jrxkTZpe+GFasJRJucilWyN0KdP4G0RIo08mHLypGtLhMOHxXLIEODee4Enn1SvO3NGVIsPHRr8MQXyGVobnw8+KNpYOFfNa+XkiOSkjM1x41xvI8/yGT5cJHcbNhQVnzt3qhN4mc0ipu66S1SzhtPtt4uWMZ9+KvZ/0CBRsbp9uxi72ewYB/K9d8kSkdi84grgttvUswHcTRAptw0YAMTFiXYrV15ZNfuTmOj6Oisrc+zR65y0lYn2fv3Ee7miqK9nqnqVxbA2aSvfn0nl9b8pm82GO++8E927d8fkyZOxceNG5Ofno7CwEJs2bcLkyZPRsWNHPOE83SoFhaIoyMnJgRLp5ysRRSjGMEUa55l3Q5G01SYh8vLUXpCAYwVFsMn4PX1axG+tWuGbCZrIF85J2wYNwjMOd7RVbPHxjklbwPNkZH/+CZx3nqiY095PYqL4Mu5MURS0bi1KR9etU7cfOyYStzExapKiMq++qj6GfNydO9Xra9cWp0oDoloYEEnbefPEafjafbZa1RnWZ8wQ7SxkItvfpK1Mtnp7Orb2ffuCC9Rq30hK2rrrESx7dPbtG9qxGIGstH3vPbVFgJzY78gRkehbvlxc/vRT9fe++05U3i5eHPxq20A+Q2vjU/r9d8+3X7nS8XL//q63kX2fZeWp1Lq1SNB++qk4E2flSvF3DHc3x3btxHPmbUJdvvdK48aJzzyy3/fq1Y7XK4o6MeNrr4mY+/BDcWC7qvTq5Xj52DHH903nKmk5CVnXrur7o15aJHz7revfNNJUFMOK4li1//XXao9iErxO2s6cORMLFizAtGnTcOrUKWzfvh0rV67EihUrsG3bNpw6dQqvvvoqXnvtNcyrLh3siYiIqimZbJDcnWYbbO+/r647J21D0WvvzjvFxyY9VSsSVUSbtLVYRM9Bvbj9dnX96FHXpG2bNmLpfKrkqFGiYlZO/CSr7CuKyw4dRMM87WRksgWA7IHrjTp1gFdeEetyvLLSt08fUdUn2/bJpG1pqTiF+pdfxJdRac8ecZp5fLy6L7La1t/2BLLS1tvJf+TfGhDJuUhL2s6YIZ7fn39Wt9lsTNpWRCZt5d/orrvUvu2HDwP/+596W4tFPcVcWymnp/Yau3b5dnvng0Tdurm+txw8KA7euJvux2IBbrwxeG03wsH5YF+PHmJ54YViuWqVY2L+0CHxPmixiPftUHSC69cPuOgi9fLx445JW+czHGSlbdeu6uvZU+ua994Tk8tV4fRMdvv3i4rtcFdjh9P06Y5xd/iwaIFBKq+TtgsWLMBjjz2Gxx9/HEna83f+UaNGDYwbNw6PP/44/vOf/wR1kERERKQfR4+qVRWSm48GQde/v9on8tAhMemOVNVJ2/JyYPNmsd6nT9U+FlGwyInIANdTYMMtPV1tT5Cd7Zq0lYkS58mDtAdrANffc6dhQ5FZOnZM3SYTS9pZq70hH0cmqWSioEEDx+ROXJzabkC+P2kT0LLyq3NnNckhq3TdnX7sDV9nqzeb1WrB665TK7EraulgJOPHiyTtPfeo23bsEM9dfLxrpSS5xkPbtuokW4cPiz6nktWqJr60VYvOMRpOclKj66933O6ukm/vXsf9A0Sbk2++cZ1w9I47vD84YjQ1aojJvqQ6dcSyWzdxRsDJk46tBeT7VevWoevxHx8vDiy8/ba4fPy4Y1X9kSPquqKoSdsuXdTk87Rp7l8HkycDS5eKydWq2saNYnzHj0f+BJDuKArw1FPq5RdeEM+VPFBAgtcf3Xbv3o0hQ4ZUersrrrgC25zPmaSgcJcsJyLjYAxTpJBVtq1aiS8011wTunYBMgni3EeyKtojfP89MGmS6JNWWFgL586JnZwzJ/iPRVQVtH1jq7KFiL9k39d9+9Qe1TIpKpNHzlV7MoEAiC/c3iRta9cW5a/aGaqDlbSt6H6c21Hs3SsSuOXl6oGvzp3V62Xl2C23iGo9Xyck8zVpC4jTpg8fFok5+f76f/8n+pY6v88alTaRtHatWPbq5b6dRnXnnIhMS1OTtsuWiddtVJRaCS//ntrXirbffLD4+xlaHoAYPhwYO1bd7lxFuWCBiEXniQ/NZlGRnZ0tqvwBcZBF2883Ei1eLJK02kleY2PVvrbav5NM2nbqFLrxSfIsL+dKW+2Bg4MHxf8Ji0VUQD/5pJiPYOdO17MKsrPV91Hnifaqgvw/YLVG/sRo7mJY27IoPl4UZnTuzBZkzqK8vWFJSQk2btyIvErqxLOyslBSUhLouMiJxWJBC/kuSUSGwxiOfMXF4hSfa64RR/Ij2a+/iuXw4cDUqaGt3pNJBVn1KgW70vbcOTGRRm4usGaNBY880gSA6PWmp2pFIiPLyBBfnmXVvMmk9n+sWVMsnStttcnRgwfV9giekrbi/6/InmonqtG2R/BF8+ZiuX27SL7KRIG7nFLTpuJ2nTqJL+ebNwPNmok2FbJ9gvZU5AsvVCdT+/xz0YPyttu8H5s/SdvERHXyKfm3kG0kyspENbQRv0Brq9a0By9kj1Nv+xhXN86vnbQ09bW6Zo1YDhokzjh59lnRu3T0aMcq8mAnbQP5DC0rLhs0AN55R/SbzcsTST75nrF8uRpn/fqJ18tPP4lT6bVathTLUaPU94FI1aKF+1PU27QRMbRjh2ghAKiJx3DElOzLnZXlWF2r/b8hq2zbtRNnQMTFidf5vn0iMautol61Sl0/cKDqxi1pz6ooLg5dpXKoeYphWdk+aBCwcKH6v4gceZ20BYBH5TmJlTAZ8T+7ztlsNhw/fhz16tWDmd8WiQyHMRz5ZswQp/Vs2iROpYtUiqImbQcNCk3vMi2ZtJXVM/37iy9cwU7a/vSTmgxatkxBv36FAJLtX9qIjOKii8SEOHo8mBQXB3zyiYi3vDxR0eacQHRO2mrrR7Ky1IpXTz1tbTYbzp49DaBOUCpt27UT70N5eSIJW9H9zJgBXHqpSHCdf746gaNMrgJqxSKgTvgk/fWXb0lbXycic+acwF6yBPjxRzF7vNFoe6zKPsOAmrTVtg4hlbtKW+fXxYgRImH37LPi/29JieNrOthJ20A+Q8vPCjLxXK+emrRt21Zsk8noXr1ENXFhITB3rmtLhYcfFgm+kSP93hXDa9tWTJyll0rbzp1F8v3YMbUSGhDvy4oiDjjJVjTa/4Hp6SJp6zwZmTZpu2qVeP+7/PKqO3ClbTVWVBS5cya4i2FFUZO2//pXaObGMCqvk7b79u2rynFQJRRFwdGjR1FXTzNIEJHXGMORzWpVT5nX9kyMRLt2iS9nsbHhmcRFJm0B8UH93/8WiY5gnvp94oTjh/+yMhM+/lhkp1kwT0bz2WfiFNf77gv3SNy77jr3k7B4ao+gPe01J0ecyg84tk3QUhQFxcUnANRxW2nra9LWbAYuuECcPrx6dcWVtu3bix95AMgdbdLWuW/m8uXej6u8XE1QBStpCwBPPAFcdlnoD9AFSlslJ5/rvDw12aT9u5NK+9pJSHCsxJaGDRPxlpQkXv/btjkmyYOdtPX3M/TZs+pBH9mqpF498Tnm+HH1drLFyoUXiviuWVMkaJ2lpABjxvg8/IgiE90yjqxW9WBUOCptk5PFRIODBjke0LPZRI/bpCT1FHxt5bRszePcAkGbtM3MFAesfvpJvAcG29mzjm1FtAcVI427GP7rL5E4j4835oHBUPL6UFWTJk08/sTFxSErKwvnzp2zbyMiIqouFi9Wj9ZX9OU8Esgq24sucjzlNFS0SdsZM9QvYsGstP3qK/FFLypKfGkFgK1bayA6WqnWFTZkTI0aAa++arwDDjKBWFgoEgOAqOjTTjbz+uvi1NfExIorUuPixGwzwUjaAuokPYcPe3c/NWs6tlWR1YwxMYD2a5NzNdemTd7/TzlyRFQuRUd7TmBXRvv+Kse3ZQuwaJF/9xdOcgIqQCT6//5bVLHJZBMrbd3TJm3l60GbtJWvL5NJbRfw+++O96GXicjkQfTYWPX9RJ5Or03ayhiL1CrHYNImba1W8X+lpET8jZs1C8+YevQQn8Od5eWJMcqDX/37q9e5S9oWFalVuVpLlwZrpI527HCcCE37/6k6+OorsRwyREx+R555nbQ9d+4cXnzxRTRv3hxr5DkEAN544w00bdoUgwYNQuvWrTF06FAUOB8SJyIiimD//a+67vwFOz/f+EfPy8uBq68WFSba1gjh0LWrSJjceKOYvTk6WmwPZtL2u+/EcvJk8WFSmj1bQc+ewXscIvJMmwSViVrnZJDsufjEE469YZ3Fx4tvxqWlagI4kKStTGbl51dcaSuZzY4JobffBu66S8xeHuV03uMjj6jriuJ9ta08Pb1RI//7bjtX2l5+uVg6n0JsBNu3q+unTjm2LUpMVJM25Cg1VZ2gTVYja1/bNWuqBxdk0va33xzvQ9tb1Fdbtojn5q23/L8PSdsaQY7ZXdLWm8kMSZCviYMHxUElWdFeWhreavzevV235eeLgzX5+eJ9vls39ToZ/9qDO+vWif8P8jUiadurBJO2NQJQ/ZK2u3aJZZ8+4R2HEXj9L/2hhx7CK6+8giuvvNJeSbto0SI8/PDDuOiii7B+/Xr88MMP2L17N55++ukqG3B1ZTKZkJqayn7BRAbFGI5cmZnA99+rl3Nz1QlQCgrElwXnPoVGs3ix6GH2wQfA11+LbeFK2iYliZ6En3wivoTJhIeiqMmYQJw9qyamr7wSGDwYMJkUPPpoHm6/PfD7JyLvxMWpySN5irO7066jo4G77/Z8PyaTCY0apdgvy4NogSRtZXIzL8/7+9EmhJo2Bd57z/0p2NOmicrFe+4Rl5ct825M/kxC5kybtE1MVCt2jXjgUZu0VRQ1QQAAs2dzQklPTCZg7VrgtdeA998X27SVttrXuUza/vST431oE2G+euMNcZDgs8+0Y/LvM7Ts7qjt0yvPzmbS1j+pqWpS85df1O2PPRae8Wg5V0rn56uvxY4dHQ+QyQPwv/8uEs6A6P0OABdf7Hg/VZWM1k5CBhjzfdZb7mJYHoR1TpKTK6//XX3++ed4/fXX8cYbb6BBgwaw2Wx4/PHH0aRJE3z77bfo3r07Lr/8ckyZMgWLjHgOjc6ZzWZkZGRwAiMig2IMRyabTfRitNnUo/znzqkfvP74Q5w2tnWr+qHQiGTPSKl2baB79/CMBRBfKuXnPu2H8GBU2y5dKhK3GRniQ/6YMUB+vgmvvprC+CUKMZlElIlRd6ddX3edOsmQO2azGa1apdvfM4qKRDLngw8cH8MXvlbaOl9f0Xijo0W/cHlgzNukbaCTkAGOf4v69dX2MEasAJN9NiWZBBw1Crj55tCPx0i6dgXGjVNPd9cmbeVrAhCV2NHR4nMOoPY09TdpW16uft7QVuv6+xlaVuJre5lWVGnL9gjekS0SZLK+YUPgxRfDNx5pzRrxmU2+P+flqWe/OSfku3UT4y4qUs9mkCeTX3ih422dJ8MMFudK26lTxQR4wShA0Bt3MSwPwvrbzqc68fqdT1EUtNA0w/r444+xe/duTJw4EQmad+9atWqhUH56oaCx2WzIzs6GTdv4hIgMgzEcmU6eVCcR+PRTNYE4a5b40CdPsweM2+u2pETtOyWNGaOfSWlkewQgOElb+ZxdeaWaGK5Rg/FLFA6yqk9+aXaXtL3//orvw2azIScnGwkJ4hSI4mLgpZdcH8MX7iptK0vaar+I165d+WPIaq/MTMdJnjwJRqWttqdtgwZqgs5oFWCKov5vnjxZLOX/h0suCc+YjEybtNX+7+/fX7zu5s4VVeNyQtYjR/x7zSxZoiZQZY9mwL/P0J9+KvreA44HmSvqactKW+/IpK2sTL366vDMceCsdWvxGpTPd36+537FJhMwdKhYl5/7ZH/bNm0cP1vK12SwyaStjK/ffgPuvBP4z3+q5vHCyV0MM2nrPa+TtpdffjleeOEF/P333/j555/x+OOPo1WrVrhN0/X/7NmzmDFjBrpqD2dRUCiKgtOnT0OR/72IyFAYw5FJfklu0EBMJiM/FL78sphV/N131dt686Vbj378Ua0kk/Q0C7220ra8PLD7UhTHpK26nfFLFA4yOercHmHgQHHdJZeISRErIuNXJiAPHRLtVSR/Wr3I5Obp0+rYKkvaat+fvDnoVbeuqHYF1Craimh72vpLW2nbr1/gSdvDh9XEWyjl5oozJgBRMSr/joCoriPfxMaq687FrvXqif7ys2aJVlDyNeRLta18jWhbIhQXq589fP0fbLMBjz+uXq4sacv2CL6RfW3lgRC9zUGvPROioknm5Oe8RYvEa1B7un5VJ21zc9X3dee5EpYsCf7jhZtzDCsKk7a+8Dpp+9prr6G8vBzdunXD4MGDYbFY8L///c9e4nzDDTcgLS0NK1euxL///e8qGzAREVE4ZWWps8s6VzbJD4XyVEGtqjpSX9U+/VQs5Zfevn319QE9mO0RNm8Wz2lCAjBgQGD3RUSBk0kU+f4pv1S3bSsmGVq8WK2Ir4ycnfr110VCr1MnkdypqFWBJzIxtX27SC6lplY+sVVZme+PIxPB3pzEGIxK29hYcRASEBVfgSRt//1vkUCeP9//8fjr8GGxTE0VldTansdy/8h72hir6ICDyQR06SLWv/zSu/u+4grxO4cOuZ7V4zyhmaJ4FwtLlqgJsQcfdN8eQb6XlJWpEx2yPYJ3ZKWtpLdJ/eT78w8/qG1S3D23AweK97z9+0UbM/maqFtX7ecMiAT/nDmi5Vmw/PmnWLZo4fqeJM8SiCQ2G/Duu2n2CSHPnFH/JzJpWzmvk7b16tXDihUrkJmZieXLl2P37t3o3Lmz/fqOHTviySefxJYtW3DeeedVyWCJiIjCyWoV1UfdugE7dnhO2krDh6vr3lTarlvnOMN1uJWUiAoEQIzr++9FkkRPzGa18ifQpK2ssh00qOpmCyYi78kvc/LLtPZLtXaiMm/ImJY9M++7z/uErzPnPrijR1c+Fn/OBAh10hYQfR23bxfJBH+TtjYb8MQTYl3biiIUrFY1YSerjv/1L5FsjIoC0tNDO55IU1nM3HuvWL71lvsD2Fp5eeJsnsxM8brNzxeV0LIjo3PS9u67TahTx3FSOa3yctG+6bLLxOUHHhATm2nHLJO2p0+L2+/fLy5HRzu2ByHPnJO2ejqQD6iV1d99JybRBdwnbWvUUNulLFyofoasWxcYORJYsEBcXr1aHPjRnGAesNWrxfKCCxz7RAOiOCTS+tr+8Qcwe3YabrjBjN9/VycJjI933X9y5VM3b5PJhA4dOqBv374OfWwB4Pnnn8eECROQobdDLRHCZDIhLS2NM88TGRRjODL89ZdawfPf/6qTXLhL2taoISpNrrhCXK6s0ragQJxaOHy46wQq4bJunfiynpYmxjZkiFqtpiey2jbQ9gjffy+W2tYIAOOXKFzkTO/yNEp/TqeU8ZuV5bh91Cj/x+Wc3PnXvyr/naeeEssbb/T+cWTSVvbN9WTWLLUfY6BJ24wMNSkj3++1SVurFfjoI/f9hSXtBDsdOgQ2Hl8sXCj+ZrKPrWyF0LixSA5++SVPgQ9UZXOBjRghXkMnTqhJL09k4kbr+uvVZLtM2soYnjfPjLIyYMoU9/e3aJE6wSAAjB3repvUVPUzw9GjYvJRQCTP9NKrX++aNHFsmaG3pO3994sCA019occqatnX9qOPxDIpST3A5/zepW2pEShZadu7t+vn6rIyICcneI+lB1u2iM/PVqsJ/furFfmssvVOVOU3EZo1a1bhl5XY2Fg0a9YMo0ePxvXXXx+UwZHKbDYjzZ/zt4hIFxjDxmezOVYMzZqlrssvGNqnuEkTUd0hJ5yprNL2ww/V9RUrgPbtAxtvMMhJJi66yP+KtFCIihIfcgOptC0qEklqALj0UsfrGL9E4VFRpa23ZPxqD+pMnVp5D9qKaCttL70UaNWq8t+55x7Ru7BjR+8fx5tK2717gUcfVS8H863KXaXt9OnAhAni/8KKFe5/TyaQgcqrLYPpp59E64tVq8RlbX9ff3oXk6vKkrZRUWJSskcfBV59VVS+evodd0nbG24QyVRATdqazWbUr6++sGUfaWfa111KivsDBmazeF0cOCCq02XSduDACneLNCwWMelXZqZ4vvX28chkAgYPBo4dE/2WAc9J2/79xVKeqaD939K6tTjwExMjKrKLi8V3gcpiwBuyAKRlS/c9y3fvBpo2Dfxx9GLrVvd/NG2/cfLM66TtddddV2HS9ty5c9i2bRtGjhyJkydP4l55bgQFhdVqxf79+9G0aVNYeBiQyHAYw8b299/ALbcAW7a4v162QdBOcCJPPJFJ28oqbX//XV1fu1Z8wQ+3NWvEsrKJfsJNVs0EkrRds0b8fnq66wdlxi9ReGgrbRVFndzIlySBjF9AnHN94YVq1au/YmLEjN9nzqing1fGbAZ69PDtcbxJ2sqDa1KU19/uKieTtkVF6ra33lIfV1HcH9DTntZ++rRIQPz+O9CnjzqJUVWQyT6Jk44FnzcJq7vuAiZNAnbuFAdDe/VyfzuZtL3xRtESobhYVB5+8YXYLl9HVqsVc+YcByCaf8rJpZxpe4E698fVatxYJG1zcpi09VfbtiJpm56u3wpl7QEyT0nb9u1Fgj8vT1yW7TMAUQG7b5848CQP1J09G5wzzuTjpaS4ttsBxGvZuYDAyDZvVgCY8OyzNrz0kvom4stBzOrM63/rM2bM8Op2EydOxFtvvcWkbRUo9KahFRHpFmPYuF56SU3YTpkiPsDJ0y9nz1a/hGonE2jZUizlqZiVVdpqWyKsXRv4mINh506x7NQpvOOojJzlN5D2CLLKtk8f99czfolCT1tpu327qEiKi3OdbbsyhYWF+PJLK954wxK0ibFmzAD27AGuuio49+eON0lbT9WuweBcaasojpWzBw6oB7m0CVxZRQYA69eLijWg4urcYJBJvn/9S/z/uummqnus6ubaa0V7ifHjK79tUpI4QLFsmXgePCVt9+wRy2bNgJdfVrfLz1Ly+Tx1Chg7Vv2AJZOzH3wgToMfN07879Zuv/hiz+OTLUS++07cd40avr+nVHeyhYreWiNotWunrnvqOW42i9fnTz+Jy85nccTEOCali4qCk7SV1eIpKeJAhSQTyJE0GVlJiTqB8403KhgxQp0cUO/fL/QiCMXdjgYOHIgDBw4E+26JiIhCpqwM+O03oLRUfBFdvlxsf/NN4OmnRRWJJE+tAhyTtvJLqjz1x7kCSOvcOceJNbZtq7yHYbCNGiUmb1iyRFy2WtWqNjkpiF5VVmn7zjviS+H27Z7vQyYZmjUL7tiIyH/aStsffxTr/fqJyUt8NWyYSCIFa/qNf/0L+Pe/g1vZ6sybpO3ff6vr2v9HweCctN250/GskfXrxfLsWXEq+siR4rLzBFKSPAVZKzs78H7kkvw/+8AD4rnWQ5uhSPHZZ2KCpKuv9u728nOD/BzhbP9+tS2Uc8LUOWnrfPr44cMisTV5sqjK7dtXtGGQkztV1q5EJm1lz91LLvFtUkMS8zXEx4u5DvQqIQF48EFRsSonJ3NHW/3v7jOgxaL+z9GedeAvm80xaXvBBep1zZuLZSQlbVetAkpKTKhTpxxt26rfjwB9J/31JOhJ26VLl6IJ//pERGRgL70EDBggTqHdvl1UecXFidljAXE62GefAe+95/hhz13SViYItL3WpJMnxRea5cvFl9aEBHF7RVErP0OhtBT4+GNg0yYxgQMgviSVlRljtu3Kkrb33Se+IMrqaHfkBBPaU+OIKLxkpe3x42ol1ODB4RtPqHnb0xYQ/68+/zy4j++ctP3sM8fr9+8Xy40bxf/Kzz4TSV1tpS2g9hY9c8Zx+8qV4kv76NGex6AoIvEybVrFYy0rU89o0VuPzUgQFaUmlLwhk7b/3959x0dVpX8c/85MSGgJHUIJVQRBugiKKPaCqCi6Ynct6Kq7rm13baAouj9d7Ouqa1v76roWFPtiRQUEDFV6k0gJJKEkgZn5/XG8uTPJTJhkksycyef9euV179xp5yR5MpNnnvuc8gsASuZnetVV5vfq8MOlsWPDr3feSzlJ+Eg9bN97z1R6O555xv392tcp16GL9fXsGb5GAWJzyCGmuCCWyutEevhh6aOPKv9wzTkzTgqvzg3lVNfWRNK2qMjEgGRaI6SnSzfdZOLL+X7Gk7QNBiv+rU2kTz4x22HDiuTxmAT4mWea2Dv++MSOzRYxfzZ8XWiH+wj27t2rJUuW6NNPP9UjjzwS98AQzuPxKCcnh5WrAUsRw3aZPNlsH3zQTb4eckj4arlnnVXxfqH/KDqVHk7Cs/xKsP/6l3ThheHHBg40t1+71rRIqKsea7/84u4vX26qppx/tLp2rd1KsppQWXuE0ETukiXmNs7tQ1WWtCV+gcTo0sVUOeXnm3+8par/k2dz/O4raVtU5C7O9pe/SFlZNfv8oUnbYNBN2nboYBKzTtIsdKGyZ54xvS5D7beftHBheCIhGDR9TyWzcvuLL0Yew6xZbh/dm26Kviim8zc8Lc1tS4TEqSxp+5//SO+/b5JVTzxR8WdavtJ2+/aKP/TzzjNbr9f0pXXaIaSnm+rFyowYYf6uHHGE9Prr/L5UV7K/N4xVaNLWaftQXpMmptCiJpK2Tj/bjAxTECKZD6X++le3wGPlSvP+tarf49xc8yHYvHnmw7T+/eMfb7ycpO2JJ6aXvQ7/+9/Re6Kjoph/Df5bWTdvSRkZGerWrZteeuklne2cG4Ma4/V61cpZzQaAdYhhu6Snm6odyW2NUFl/NEdOjvnyeNxTfpxK2/z88F5YDz9c8bnGjTPb116r2762zj+7kmmL8MMP7j9ayd4aQaq80tbpyyuZN7HjxklvvWVOT3vrLfNPW+vWbuI6UtKW+AUSIzPTfGDm9EHNyYleCRWNzfG7r6St83e6deuaT9hK4UnbhQtNNW16uukh+qc/uUnbLVvc+ziVYj6feT2R3ArNkhLTF/Wqq0yy2bm+MqGtFnbtit5P0ulV3K5dzazujvg4vY4jnWX0t7+Z7U03RU6Sdexottu2mQRXQYH5gR57rKnafvBB97bp6eFtQZyYqczQoeY9WWYmSSOEt0Soi0rb0NYI5XXqZBK5xcXm72uk9+DbtpkK3fJ/55YvD0/SfvBB4pO227ZJc+aY/VNPbRo2ZmIvdjG/pK1atarSryVLlmj69OkkbGuJ3+/XkiVL5I/l3Q2ApEMM26VpU3ffqSyKpVdggwamH+3ixe7CBVlZ7j/TTrXtqlXmTUxamjl27LHmH81zznEX7Pj2W/f0qdoWWmkrmU/FnWRAaAVCsqosaessIOd45x3p3XdN/7tx46TbbjPHncS104M4FPELJE5oO4Rjjqn6P3o2x+++krZOa4SqnLZeFU7Sdu9etxL2hBPcxWOc9gihSVuPRzrjjPAPHkNPf3/8cXPae/kfR2gf9/nzTfXjoEEmOeyIdJq8ZD6Eu+8+s3/ooTFNDbWsRQuzdaoKHcuXm/c3Pp/bjqm8Zs3c9x4zZ0pbtwZ+fcxAhT7FzsJ4b75p4sXpk7svWVkkjWD07GnObDv11OgtsqqbtF2wQJo4MfwsAycmIiVtvV43URupRcLSpWaMF11U8brQxfyk5GiR8NVX5u/z/vsHtWOHna/DyWCfSduNGzfq3nvvrdKDlpSU6M4779Tu3burPTBUVBy6XCsA6xDDdti9O3yhFcmcwhRt9ePymjZ1/9F1ONW2zqfNzqJjvXubN18ffGBONW3XziyWkJZmkoiRFm2pDeWTti++aFelrdPuIFLSNtL38LLL3Kqsf/zD3M/phRjtDTvxCyTGFVe4+2PGVO8xbI3fWCtta+vvdGhV6zPPmO1vfuOeSbJmjfnb+fvfm8vnn28qaN94QxoyxHyIOW2aWSjKWejJSUT88Y/hzxW62NR//2sqtObNCz9bIlrSdsUK97pobRZQt5yE1M6dJpF62mnm9XX0aHP8oIMq7z182GFm+8UX5ndBMongaIvLjR1rEv/JvDAWkpPPZ4oV3noreiLf+VsYSyK0tFR69VXzoVa/fmY9BedDJclN2jZrFvn+Tnu10KTt3r3SDTeYIo+9e91F9ELNmGG2Bx1ktpUtgCyZ/3dCP3CrDV9/bbaHHRa09nU4GewzaduoUSN9/PHHGjt2rLY5fzErsX79eh199NFatmyZGkRqGgcAQBJz/jENNWyY23eqOk4/3WzvucdsnUSi0+/W63VPc2rY0K2aWr68+s9ZFU7Sdtw4k3Bevtz0eZPsSNo6lbaRetpGetMa2g5i//3Nm1ant5alZ1EDKatVK2n2bOmRR2JfuT5VJDppm57ufijm9M49+WQ3aVtYaKqfHV27hv8NPeAAN0nnnMHitFQYO1Y691z3tqEfsDmJ2oMPDh9PtKTtDz+4t3eSw0is0ITUhRdKb79tfoecD62dFgjRHHWU2T76qPT99yaT1rx5xdPXL7mkZsYLVKYqlbbjx5uv0L9fc+e6+5VV2kruWhpLlrjHPv7YtBUJXR8jNAe6aZNJEns87pob+0rannmmaQ3hnDFR04JB029aMn2kUX37TNo2b95cH374ofbbbz/16dNH//d//6d15VdTkbR8+XLdfvvtGjJkiE499VS98MILSkuV7tQAgJQXDJo+fVdfbS6HVtbGu1r5735ntgsXmp5+zsto6ArGoZz+WqtWxfe8sXL+8e/e3U0wO2xK2kaqtA3thyhJ5bs4bdzoJnFbt3bbWgBIHkOGmL/N9a1XaaLbI0jh7YIaNTKnlTdpYv5eSqYa1uEc29fjSGaxqRdfdBeWc5K5kpvYu+GG8PvsK2k7eHD050fdatDA/L44yvdcjtSKKNT48WYtgR07pI8+cpO2oYuGHXZYeH9boLbEmrR1+nZL7gddUviHWd9/X/FYqAEDzDY00Rsh/RaWbJ01y2x795Z69TL7lSVt/X5TXbxjhznbryqCwdjat33wgRlXerp0zDF11O8tRcX01ictLU333XefPv30Uy1fvlwHHXSQOnfurGHDhmno0KHq2LGjjjzySBUUFOj777/XjU4HetQYr9er7t27y1vf3q0CKYIYTn5z5pjFwTwe6a67pG++MadovvKKdP318T1227amxYJkkoTlK23Lq8uk7Y8/Sk8/7T7vBReEX1+byYCaUll7hPJvWkMruySTDHESH9H+iSR+AXvZHL9O0ja032uoumhjE7qwU2hlmFNtGyoQiP445ZO2zqnxzkI5zmJzwaCbtO3XT7rySvc+5ZO2BQXmDAsnuUHSNrmEVtseeGD4dZW1RpDMh7Gvvip16OAea9nSJG/vvNP83rz9dsXfK6A2xJq0DU3UOhWzktuCq7DQtOWSIvelldy/Y/Pnu72/Q9vHOFasMK0YHnhAevZZc+zgg93Yqixpu2aNSTBL0pdfRr9deYGA+bCkf3+zfkc0e/e6i1Jec42Uk2Pv63AyqFIpbJ8+ffTkk0/qiSee0M8//6yNGzfK6/Wqffv2at++fW2NEZI8Ho+yamNZWAB1ghhOfk4vqJNPlm65xeyfdlrNPLbHY/7xWLXKJGydpO2+Km2dZGJt+stfzPbQQ03C1kkuS6YPYWilTLKqrD1CaKVtw4bhp/I65s8322j9bIlfwF42x68z7B07zD/Lof/v7t3rVqfWZtI2NCkWmoTr0sXt0+6o7EO+0Mdp2tS9fOyxpt/jxx+bhO3mzWa+Ho95vEceMa+dH3wQnrTduNEkRZo1c5PaJG2TS7NmbuKob1/zYbhjX0lbyXyQ+sYbZiHYPXukNm1M0va229xFRIG6UNWkbXa29Omnpmo2P999L+oswpiVJR13XOTH6NnTPN/OnaYq95BDIq/PsHKl9Pe/S9dd5x4rn7Qt/7rhCO0V7nxgFovVq904HjbMLNZ84onu9X6/KYZ44w1zdmGLFuZ/Kptfh5NBtVLdHo9HHTt21EEHHaTBgweTsK0Dfr9fubm5rLgHWIoYTm5PPul+Inz44bXzHE6CdsMG9xPzfSVta6vPlOObb6T33zctAZ5/3vSz9flMX9/+/c33xQZO0jY317x5DV1YzXmj/PXXZj9Sb2Ln1NpoSVviF7CXzfEbWuUamiwIBEzC1u83H7TV5r9ioWMITdp27Wq26enmNNvHHzcfekYTmrQNHe9hh5m/4T//LK1d6/79btXKPLbP57ZdCE3avv++Se5u2GCSBGlpFas5kVihvy89eoT3G44laSuZhNVrr/k1dmy+jj3WvhhGatjXWQ8O5/1927bmPb7TesB5L+osERXa5qM8n89dUO/QQ027hWiVtuWrZA8+2BSJNGpkPugITc6GCj2+dq35CrV7t0nmln/ZdHrUSubv7hlnhFcXX3CBef7LLjOXb73VJG5tfh1OBtQnW4RfcsBuxHByWrBAmjDBvRypErMmOItubNjg/uMZbREC5x/a0AWz4rF1q/R//+cufiCZiianovjii6X99nOvu/hiU33au3fNPH9tc9ojTJliThNzVg/fvdt9g9y7t/v9nj/ffD+cN8Xvv2+20ZK2EvEL2MzW+G3UyK2Scvra7tkjDR3q/s3u3r12e/2GJltDX7OGDDHbc86Rjj5auuKKyscR+jihvW8bNXJPI160yH3dC/177DxvaNLWSR4MGGAStkcfHX6mCBIvNGnbsWP470+sSVtJOuUU6fbb11px5g9Sk1NM4bRuiWTJEmnMGLPfpo3ZOu/nf/nFfNjmvCdt0aLy55s40d2fPt2ttH3pJfe9+8qVFQsR+vc3fw+dsw6cXreRxhrq66/DL195pTnbbupU99isWW4y9owzzHPs3u0WeOzeLb38stk6fvtbd9/W1+FkQNIWAFCvOQsCSOYUvIEDa+d5nKra9evdiinndKvynMUJtmypmee+8krpT39yV/GWTHXpjBmm8sX20wydSlvn/aDTO8ypVM7KCn+D3L+/qay+4w5z2emFu6+FUQCgLnk8FRcjmzbNPTtAqv3FIqNV2p59tvS//5kK21iEJm3LJyz69jXbRYvcStvQv8fO8951lzmb4r77zKnHklmIatMm6d13YxsH6k75pG3jxuGXAVs4f6MWLox+m9D30s4HU86HT3v3moRtfr65vK+kbd++5u+cJM2cKS1bZvYPOsg9I3DFCmnXLvc+jRu71exDh5pttKStU2nr/J0tX7H7/PNme/vt7rHp0939Ll2kP/7R7N96qznL4uijwx+jdevoxSmoGpK2AIB66Y9/NJ9Qh74h+de/au/5QittnaRttAU0nKTt9u1uQjEYlM47Txo7NvKCW5X5z3/M1ulD9fLL5o2fZE497Ny5ao+XbNLKdeh3khvOQm7dupnkR3kHHRS+8FpllbYAkAjlk7avvx5+faQFwWpStEpbr1caNSpyy5lIQtsZRkvazpvntioKTdqGLkb1wAPSTTeZ5G7DhtLw4ebxnDMukDxCWzz17etWGUrhP1Mg2fXpY7YbNpgPjxzBoEmeBoPS8uXucefMtvR092/otm2xtUdwOInXhQvNgmOHH2763Tof1K1cGd7r1vnfIfS+kZK2c+a463g4i6FF62tbXOzuh57pcMEF0plnun+n33vPJJclE9stWoRX6SI+JG0t4fV61atXL1bcAyxFDCeX7dtNdVBJidsn6tVXazd56SRt1651V2yNVmkb+mZu4ECTpF23zpwW9dZbZsGWWDz+uDk1K3RF79dek849172cCm3py/+z7vQccxZyq2xxnLvvdhdbi3a6JvEL2Mv2+C2ftC3fezBab/Safn4pvHKyqkJbIpSvvnISIi++aHrbSuEfol1wgfTXv5pVyEMri0eMiD1pjLo3YIDZtm1rvkKTPpE+SI3G9hiG/Zo3d5Ovoa0L/vpX06pmwgTzoZMjtBOA854+Pz/2Slup4gdyd99t4qZzZ9P3trhYmj3bvf6xx9z9gw8227lzTcLXMW+eW7Qhue0LcnNN67BgMPp41q0z2wceMLGdkRFeXfzgg+b/lMWLzTzPP9+9jhiOT9q+b4JkkR7avR2AdYjh5DFlikmc9uxpKld37JBOO612n9P5xzq0+X+0pG1amvnau9d8wj53bvgiBK+8Er5aa3nBoDR5cvgbS8fZZ4dfrkpfuWRVvtLWSdqGVtpG06mTqTyePj36Sr4S8QvYzOb4LZ+0dRa0ue0288/xpZfW7vNHq7Stqkg9ah1OpW2o0GRs06amulYypwOvWGH2hw+v/nhQ+yZPNlV3V18d/2PZHMNIDW+8IZ1wgimE+OorU+zhJEqfesq9XefO0r33updbtjQftm3ZEntPW8m8P/X5TAL4pJPMoo2SKVTo3Nl9jyuZnrSHHupe7tHDPMe2bSYh6/Qg/+c/3dt07276iR98sGkVN3Cg+TtdfvGyQMCcWeEkbUMLXK680rQka9ly33FODFcfqW5LBAIB5ebmKhBaLgXAGsRw8li/3u0Tddtt5lPyxx6r/QVMnEpb5w2b11v5c4a2QNi40SRuHd9+W/lzvfpq5ITthReqwkIeqdDHNVp7BKfStrKkrWQS9k88Eb6ydSjiF7CX7fEbmrQNBt2k7YUXmlYJoRWstfn8UnyVts7CPFLFhEXPnhX/jvt8kR8ntLLYWcAMyal9e+nOO92E/SGHmK2zWFOsbI9hpIbjj3ffyx9/fHhlqyM3V1qzxk2SSm6l7ejR5my50GOVSUszVbEZGeEtGaTwMw7S0ip+gOXxuBW1s2aZ/z127XLbpF1yifTOO2b/v/+VDjzQ7G/aZC6HclosOEnbnBz3Oq/XtJnbV8KWGI4PSVsAQL3i9FwaMCD81J3a1r59+OmATZrEfnrgypXmjaBj+XI3MRnJhx+a7VVXhf8j/NRT0vjx4bdNhUrbaO0RnCqEytojAEAyc5Kmr79u/rY5K3PXVWub0MWj4umfW1mlbYMGFROwN9wQ+XFI2trr3/+W7rlHeu65RI8EqJ799jPb0AXAHKee6iY/Q4V+SOW8L42l0lYyZ4EtXiwNGhR+PPR9bceOJnlantMi4f33zQdjQ4aYFgiSNGmSe4ZDhw7SJ5+493v11fDHmTTJfFjofGAYmrRF3SBpCwCoV5wq1REj6vZ5GzQIr2qN1hohklWrwtsjBIPuG6/yli1zV3095pjwf3wbNDBVL6HVtrVdpVUXnKSt82a6sNB8j2KttAWAZOVUZL39tnvGRVZWeDK1Njk9GCXp2GOr/zihSdtICYvQFgkvvBC9Ei30vj17Vn88qHudOkl//nNsVYZAMnLeZ0Zy882Rj4f+zXLO6Ir1fWmLFpFvG1ppG62vubMY2bvvmhYGS5aYVgedO1e8T7t20jPPmP2PPgq/bsEC82FLIGAqelOh2MM2JG0BAPWKc5qP8wl0XXJOq5L2nbQ98kh3f/ly9xNu543W9ddX/KR/zx7p6KPdywMGmCTtHXe4p0F17BhepVvbbSHqwtlnmzeSzhvmwkKTaHDm2bVrwoYGAHG59lp33zlTpC4XkLzkEvN8990X3+tFaHuE0JYLDmcxMik8wVteaAIjdLV0AKhtF15oer+WP2vtnXei/18RuijZ4sWmejb0vXp1hCaPoyVthw2LfEZfaO/bUCefbJLBmZmmmnbSJHN8wwbTQkwyfapR90jaWsLr9apfv36suAdYihhOHkuWmG2kU5hqW+gbq30lbV97Tfrd78z+p5+6K2o/95ypUvn+e+ncc8PfDL75pttzKivLJCsbNDD9pkJ7yPl8pnXCyJHSEUfEO6vEO/JIk8w4/HBzuajIXaimffuKfXyrivgF7GV7/Pbr5/YrdHoN1uUHUd27m9efaO0KYhWaYA193XKEVtpWlrQdPFh69lnp88/jGw/sYXsMI3WMHGnOeDjnHPdYerpJeEYTerZC9+5mMbN4f5VHjXL3i4sj3yY7O/xDP0e0pG2bNqZIpLDQLJx2++3mjI5gUCotNf8vVDfZTAzHh++aRUpLSxM9BABxIIYTb9s2afNms5+IXnihlbahK3JH0qaN9OijZrXYkhL3n9yRI81pshkZZkGD995z7+P0vc3Olj7+uPKeuY8+Kn3xRfTFt2yUlWW2O3aYCgOp5vrZEr+AvWyPX6ey1jlT5OyzEzeW6kpLcytsQxfpcRxwgLsfWpUbyUUXuR/SoX6wPYaRWkJbHrRrV/n77cpaKlRXaIuR/v2j3+6++0xlb+iZDNGStuV5POFnNkyeHPtaHJEQw9UXV9L2p59+0h133KHzzjtPa9eu1eOPP663nCXxUKMCgYCWLl3KinuApYjh5LB0qdl26BD59MzaVpX2CJJ5c3T77e7lNm1MkvWww9x/2kN7227ZYrYTJiSm/UOiOUnbUDXRz5b4BeyVCvEb2kMwK0s688zEjSUe69aZr0hJ2f33N3PLzg7v/w6kQgwjtYQmbTt3rvy2t95qzpz75puaHcOKFaaFwZ//HP02Pp+p7G3Y0D02YEDsz+EUPhx3nCkaqS5iOD5p+75JZJ999plOPPFENWvWTFu3btVNN92kTZs26fe//72eeeYZnV+XS3IDABCF328W5PrhB7eSp1evxIylKu0RHMccY06N/fbb8D6GTqXwsmXuMSdpu68qpVSVkWGS2qEf5tdUpS0AJEro3/5zz63aQpbJpFkz8xVJero5JTcYNFW5AJCsQpO2+zpzr3lz6bHHan4M3btLEyfGdtvQrgRV+fv6+9+b9gsPP1y1saFmVbvS9oYbbtDFF1+svLw8BYNBSdLEiRM1efJk3XvvvTU2QAAAYrVnT8VjCxdKM2aYHk3ffef2c02E0ErbWPusejzSlCmmN+1hh7nHnVWzf/rJPeYkbVu3jm+cNgv9Hks1U2kLAIkUmrS99NLEjaO2NWtmEhwAkMxCk7YdOiRuHLF68EHzOvLii1W73zHHSB99lLhiFxjVTtouWbJE5513XoVmwiNGjNCqVaviHhgq8vl8iR4CgDgQw/H59fPBqO691yRCP/00/PhXX7n748ZJixZJZ5xR8+OLReibnkin8kdz5JFmIZjQT7ojVdo6/Xrrc9K2S5fwyzWVtCV+AXvZHr/OwpnDh5uFuID6xvYYRmoJbTdQ2cKJyWLECPN/xLnnJm4MxHD1VTtpu99+++nTkP+MPb92Jf7www+1X210W67nfD6f+vXrxy87YCkbY9jvd5OAiVZUZBr5R3uzsWKFOUXI75fef989/tRT0h/+YPYnTpRefz0xC5A5OnWSXnpJOuSQ8JVnY9G6takSdjjJyPx8aedOs0+lbcUF3soncavDxvgFYKRC/A4fbhaOfOedRI8EqHupEMNIPc4Zc8cfn9hx2IAYjk+1OwZNnDhRZ511lubNmyePx6Mnn3xSGzdu1FtvvaVXX321JscIScFgUEVFRcrMzCxLkAOwh40xfP310qOPmiTocccldiz/+5+0cqX5euopqXFjc3zxYmnjRtMryulj6rQL2LLFLMgVDJr+f8my2vY551Q9YRtJZqbbv3XLFvPmcetWc119TtqGVj/84x9S167xP6aN8QvASJX4jWcRGMBmqRLDSC3Ll0ubNtE6IBbEcHyqXWl7xhln6NNPP1VBQYFatGihV155RVu2bNFHH32kcePG1eQYIbPi3sqVK1lxD7CUDTH873+b0y7nzzeXH3rIVK4ef3z4KfiJsHu3uz9vntn+8ovUp4909NHSm2+61ztjnTnTbakwa5bUu3edDLXOeDxucnbLFqmgwPy8pPqdtHUWm5NM0r4m2BC/ACIjfgG7EcNIRh06SAMHJnoUdiCG41PtpK0kjRo1Sp999pm2bNmiLVu2aMaMGTrqqKNqamwAgDr0zDPS3Llmka7yr6l9+kiTJiVkWJJMHybHrFlme//94bc54QSzXbFC2rtX+uYbc/nSS8MTeamkTRuz3bLFVBxLZiGXjIzEjSnRbrrJVDKHJvIBAAAAwDZxJW39fr9+/vU/6U2bNum9997T7tByKACANTZsMNuvv5aefNI9fswxJgl6xx1uwrSuFBebbWjSdto0U0FbvrffGWeYZOXevdL69WYeknTooXUz1kRwKmo3bzatIySpe/fEjScZNG1q+gaPHZvokQAAAABA9VU7abty5Ur16dNH1157rSRp2bJlGjNmjAYOHKg1a9bU1PgQomFooz4A1kn2GF6/3t2/8kqz7dpV+vhj6fzzzeWpU+tuPNOnm76tf/97eNL2k0+ktDS3d62jY0epXTuzv369m2BO5aRtaKXtihVmv74nbWtLsscvgOiIX8BuxDBgN2K4+qqdtP3DH/6gdu3a6bbbbpMkjRgxQitWrFDHjh113XXX1dgAYfh8PvXu3ZsV9wBLJXsM79olbd9u9ps3d4/36GG211xjtu+8I+3cWTdj+s1vTNXsVVeFJ22liu0bJCk7W2rb1ux/+KGp0m3ZUtp//9ofa6KE9rSl0rb2JHv8AoiO+AXsRgwDdiOG41PtpO1XX32lSZMmqV+/fmXHunXrpptvvlkzZsyoibEhRCAQ0NatW2neDFgq2WPYaY3QpIl03nnu8QMPNNuDDpK6dTPJ3S++qJsxhSaH584126+/NsnJlSuloiLpllvc24Qmbd96y2wPPdQs2JWqIiVtnUQ7ak6yxy+A6IhfwG7EMGA3Yjg+1U7apqena4PzX36IDRs2KC0tLa5BoaJgMKh169Yp6CyFDsAqyR7Dzp/zjh2lwYPd486qqB6PaZUgSYWFdTOm0Nf1ggKzmNiwYSZ53K2b6V0ampBt29ZN2i5YYLap3BpBktq3N9tly2iPUJuSPX4BREf8AnYjhgG7EcPxqXZ29fzzz9cNN9ygtLQ0jRgxQpL05Zdf6qabbtL5TvNDAIAV8vLMtn17adAg97iTtJUkpxVRXaw3GemD2FtvlcqfVRN6O5/P7WnrSPWk7ahRZvvFF6aVhESlLQAAAACkgmonbe+55x5t2LBB5557rjy/ljoFg0GdeeaZmjJlSo0NEABQs/LzpeefN5WzY8eaY071bPPmUt++Us+eUjAo9enj3q9RI7OtiaRtMGjaG/h80p//bJ538mT3+vIncvTsaXrcljd6tDRlitsmwKm0dQwYEP9Yk9n++0v77SctX24u+3xSTk5ixwQAAAAAiF+1k7YNGjTQK6+8osmTJ2vu3LkKBoMaOHCg9k/lFV8SLDMzM9FDABCHZInhKVOkv/3N7K9da5J8TtI2K0tq0MDtIZue7t6vJpO2t9wi3XNP+LE//tEsHCZJX35Z8faRetcfeqg0c6bbEiA0aduggdSsWfxjTXZ9+7pJ2y5dzLxR85IlfgFUHfEL2I0YBuxGDFdf3M1n99tvP+233341MRZUwufzqQfnvALWSqYYXr3a3V+zxiRtCwrM5awss23SpOL9nPYIxcXxPX8wWDFhK5mFtJyk7Wefme3JJ0vnnhu5ytYxfLi77/R4lUz1bSovQuYIbQlBP9vakUzxC6BqiF/AbsQwYDdiOD7VXogMdSsQCCgvL48V9wBLJVMM5+e7+5s2mW1opW00NVVp61SFStLQoVLv3mZ/5Ur3+Lffmu2ECdLZZ8eefO3Y0d1v0ya+cdqCpG3tS6b4BVA1xC9gN2IYsBsxHB+StpYIBoPKy8tjxT3AUskUw1u3uvu//GK2TtK2snYCNZW0nT3bbA89VPr+e5O4laQVK8x2715p2TKz369f1R47NGnrVAanutCkLR9i145kil8AVUP8AnYjhgG7EcPxibk9wr/+9S+NGTNGLVq0KLtcmQsuuCC+kQEAatySJdKPP7qXnaRt+fYIkdRU0nbLFrN1EqxOotGptF29WiotNc9X1UW1QtsllZbGNUxrUGkLAAAAAKkn5qTtxIkTNWTIkLKk7cSJE6Pe1uPxkLQFgCR0wAHhl6vSHqGmeto6lb6tWpmtk2icPt30py0pMZf331/yxnE+SH1M2lJpCwAAAACpIeak7apVqyq9jNrl8XjUsmVLeerDqjpACkpUDAeD0sMPS/37SwMHVry+Jtsj+P3m+dL28criJG2dRcecpO2GDebLUdXWCOU5yd9U17y5u0+lbe3gNRiwF/EL2I0YBuxGDMcn5qQtEsvr9apz586JHgaAakpUDH/2mXTttWb/m28qXr9xo9lWZSGyV16RjjtO+s1v3GOBgDR6tOlXu2SJ1Lp19MdxFkJzKm3LV4dOnmwSrr/9bfTHqMyf/yzde6/00EPVu79teveWBg+WsrMrT7qj+ngNBuxF/AJ2I4YBuxHD8WEhMksEAgGtXbuWFfcASyUqhpcvd/fnz694/ezZpvK1Kj1tJenii02/2U8/NZdffln68EPzWDffLN1zj6m6jaR8pW3o6f3p6dKtt5rEbbdulc8tmilTTNuH0aOrd3/bNGhgfo7vvZfokaQuXoMBexG/gN2IYcBuxHB8SNpaIhgMKj8/nxX3AEslKoZDWwR8/HH4dYMGSXv2SK+9VrWeto6tW6Xnn5d27jTVrY6nnjKJ2//9L/LjlK+0DT1T5sADoz9/rDweqU2b+B/HJpxtVLt4DQbsRfwCdiOGAbsRw/GxImn7pz/9SWPGjCm7vGDBAg0dOlQtWrTQjTfeyA8fAKL4+Wd3/5NPzHb//aXvvpOc9SKfeELatcvsO9WvkYRW2nbtarYvvCA1bRrei9ZRPknsKF9pK0l/+Yt5/Geeif78AAAAAADUF9VO2vbv318vvvhiTY4loh9//FF///vf9dCvzQlLSko0ZswYDRkyRLNnz9aiRYv03HPP1fo4AMBGoclUp5r28celgw+Wxo+XfD7pxx/N8caNY1uITIrcuuDII8Mvf/RR5McpX2krmZYGhYXSgAHRnx8AAAAAgPqi2knb1q1ba8GCBTU5lgoCgYAuv/xy/fGPf1T3X5fEnj59ugoKCjR16lT16NFDU6ZM0dNPP12r40gGHo9H2dnZrLgHWCoRMRwISG++WfF4795m266dWVDM0aFD5afZh7ZHiJS0PfPM8Mtz50pbtoQf27VL2r7d7JdfrCyNpTGRpHgNBuxF/AJ2I4YBuxHD8an2v8iTJ0/W2LFjdeaZZ2rIkCE1OaYy//jHP5Sbm6vLL79c77zzjk444QTNnz9fw4cPV+PGjSWZit9FixZFfYySkhKVhDR1LPy11Mzv98vv90syv0Rer1eBQCCs1YJz3Lndvo57vV55PJ6IxyVVaLwc7bjP51MwGKxwPDs7W4FAoMLj+3y+qGNP9jlFGjtzYk6pOqd27drV2Zx27ZLOOcerXbvCXxwzM4Nq2zagQMCM8ZxzApo+3TxPhw5BBQLBqHNq1Mj9nK9r14DKf+43bJhfkq/scjAoffxxQGed5X7P5s3zSvKoXbugmjcPyHmaZPo5peLvHnOKf05t2rQp20+VOVV2nDkxp1SZUzAYLItfv9+fEnNKxZ8Tc2JO0eYkKSyGU2FOqfhzYk7MKdqcPB5PWAynwpwijb2qc4pVtZO2K1as0NixY3XYYYfp0ksv1dChQ8Ouv8BpllhNO3bs0MSJE9W9e3etWbNGL7zwgu666y6NHDlS3UJKvDwej3w+n7Zt26YWLVpUeJx77rlHd9xxR4XjCxcuVNOmTSVJLVu2VOfOnbV+/XrlO+ftyiRJs7OztXr1ahUVFZUdz8nJUatWrbRs2TIVFxeXHe/evbuysrK0aNGisB9sr169lJ6ertzc3LAx9OvXT6WlpVq6dGnZMZ/Pp379+qmoqEgrV64sO56enq6MjAxlZWVpQ8j5zpmZmerRo4c2bdqkvLy8suM2zKlhw4bq3bu3tm3bpnXr1jEn5pTScwoGg0pPT1fv3r1rfU6LF2/Q1Vd31/z5TVVe5867tGDBsrI59er1s6ROv15bqE2bdkedU3q6288gLW2tpK5hj+33L5AU3t/g3//epmbN8nT77V109NHb1bFjB0ke7b9/oRYsWBXznPjdY06JnFMwGFRRUZHat2+vnj17psScUvHnxJyYU6Q5LViwQAUFBcrMzJTH40mJOaXiz4k5Madoc8rLy9Py5cvLYjgV5pSKPyfmxJyizcnn8+nbb78ti+FUmFNN/Jw6dOigWHiC1VzFq1ukc2OdB/V4wgZUHf/61790xRVXaO3atWrdurX27t2rfv36KS8vTxdffLGmTp1adtucnBx9++236tixY4XHiVRpm5OTo/z8fGX9uky6DZl4v9+vRYsWqW/fvmX3C729rZ8upOInJsyJOUU67vf7tXDhQvXv31/l1fSc/vY36aabvGrePKi33w4oLc2nESPMbc4/P6Bnnw2GzcnnM88zeHBQs2ZFr7T98UevBg0ylz//3K8jjvCF3WbvXr/S0sKPde4cVIsW0vz55gW6U6eg1q/36NZbA5o0yf1eJsvPSUq93z3mFP+cnPjt27ev0tPTU2JO+zrOnJhTqsyptLS0LH59Pl9KzCkVf07MiTlFm9OePXu0YMGCshhOhTml4s+JOTGnaHPy+/3Kzc0ti+FUmFOksVd1Tjt37lSzZs1UUFBQlpuMpNqVtqtWraruXWOyfv16DR8+XK1/bXqYlpam/v37a8mSJdq8eXPYbYuKipSenh7xcTIyMpSRkVHhuM/nK/uFcTjf5Ei3revjTgVxeV6vN+rxSGyZUyTMiTnV1PFkmZPzyWJtz8n583zNNR4dfrgvbDGyAw7wKvRuXq9XBx4oLVggjR3rkdcbfYz9+0snnih17Sq1aFHxep/Pp4EDpXnzpKOPlr78Ulq71qO1a93brF/vUadO0uWXh49jX3OKhN895lRTx2OZU+htUmVO8RxnTswp2vFknJMzptDb2D6neI8zJ+ZUU2Os6vHqzClSDNs+p6ocZ07MKdpxG+bk8XgixnBlt0/2OVX1eLQ5xSLyLJJAp06dtHv37rBja9as0YMPPqiZM2eWHVu1apVKSkrUsmXLuh4iACQl5+yQ9u3dbYMGZt9ZhCzUxx9LzzwjXX995Y/r9Urvvy/9/e9SkyaRb/Puu9LEidKLL0qHHeYeb9ZM6tlTuvNOaelSKSenanMCAAAAAKA+qVLSdv369Zo0aZLOP/983XTTTZo1a1ZtjUujR4/WokWL9I9//EPr16/Xww8/rPnz5+v0009XYWGhnn32WUnSlClTdMwxx1Q7a20Lj8ejnJycsko9AHapyxh2krbZ2Wbr9UrDhkkZGdLBB1e8fXa2dPHFUqNGsT9HtKRtp07SpEnmMY891j3+1VfSTz9Jt90m/bqOJGANXoMBexG/gN2IYcBuxHB8Yu5pO3v2bI0aNUpNmjRR9+7dlZeXp3Xr1umf//ynLrrooloZ3Ndff60bbrhB8+fPV/v27fXggw9qzJgxeueddzR+/Hg1atRIXq9XM2bMUJ8+fWJ6zMLCwpj6RgCAbUpLpTfflMaPN5e//lo69FCzv2uXVFDgVt/Gq6hIKv8ntPyryYoV0oAB0ujR0muv1czzAgAAAABgs1hzkzEnbY844gi1adNGr7zyihr8ep7tHXfcoQcffFDbtm2rmVFXQV5enubMmaPhw4erVatWMd/P1qSt3+/XsmXL1LNnz5SvKgZSUV3E8K23Snff7V5esULq3r1Wnkp+v5RWrit6pFeT4mLTmoE/W7AZr8GAvYhfwG7EMGA3YjiyWHOTMbdHmDt3ri6//PKyhK0kXXXVVSooKKj1Rckiyc7O1ujRo6uUsLVdcXFxoocAIA61GcNbt0oPPRR+rF27Wnu6CknYjz6KfLuGDUnYIjXwGgzYi/gF7EYMA3Yjhqsv5qTtjh071Lp167BjzuWioqKaHRUAoEqmTpV27Ag/Fq3vbE3705/C+9cCAAAAAID4pO37Jq6PP/5Yy5cvDzvm8Xj00UcfacmSJWHHzzrrrPhHBwDYp61bpUceMfv/+Y+0cmXttUWIxFulJS0BAAAAAMC+xNzT1luF/8o9Ho/8fn+1B1WbbO1pGwwGVVRUpMzMTFbdAyxUmzHs9LIdMED64Ye6S6I603jiCenyy+vmOYFE4DUYsBfxC9iNGAbsRgxHFmtuMuZK20T0rYXL4/FYlWQGEK62YnjHDunhh83+xIl1W/X67rvSxx9LF19cd88JJAKvwYC9iF/AbsQwYDdiOD4xJ227dOlSm+PAPvj9fi1atEh9+vRhxT3AQrUVwx9/LBUVSd26SaeeWmMPG5OTTzZfQKrjNRiwF/EL2I0YBuxGDMeHToQWSdaWEwBiUxsx/N57ZjtmDL1lgdrEazBgL+IXsBsxDNiNGK4+/sVPcevXmx6XAFJPMCi9/77ZHz06sWMBAAAAAAA1h6RtCnvzTalrV2nCBJPcAZBa5s6VNm6UmjSRjjgi0aMBAAAAAAA1haStJbxer3r16iVvFc5/HjlSSkuTZs+WvvmmFgcHYJ+qE8P78r//me1RR0kZGTX2sADKqY34BVA3iF/AbsQwYDdiOD581yySnp5epdu3aSOdfbbZf+utmh8PgKqpagzvy/z5Zjt0aI0+LIAIajp+AdQd4hewGzEM2I0Yrj6StpYIBALKzc1VIBCo0v0GDjTbtWtrfkwAYlfdGK6Mk7QdMKDGHhJABLURvwDqBvEL2I0YBuxGDMeHpG2K69TJbNetS+w4ANSs0lJp8WKzT9IWAAAAAIDUQtI2xeXkmC1JWyC1rFsn7dkjNWokde6c6NEAAAAAAICaRNI2xTlJ259/lvbuTexYANSc9evNtlMnyeNJ7FgAAAAAAEDNImlrCa/Xq379+lV5xb127aS0NCkQkDZurKXBAdin6sZwNE71vPPBDIDaU9PxC6DuEL+A3YhhwG7EcHz4rlmktLS0yvfx+aT99jP7n3winXmm9NxzNTsuALGpTgxHE1ppC6D21WT8AqhbxC9gN2IYsBsxXH0kbS0RCAS0dOnSaq24d8YZZvvb30pvvCFdfHHVn/8//5EOPVS65Zaq3xfAvmP4hx+kceOkn36K7fFI2gJ1J57XYACJRfwCdiOGAbsRw/EhaVsPnHNOxWNbt1btMSZPlmbOlKZMkT74oGbGBcB1yCHmw5HLLovt9mvXmi1JWwAAAAAAUg9J23qgTx9p4MDwY/PnV+0xVq1y9598Mu4hAQgxYYLknDGyePG+b79rl/S//5n9AQNqb1wAAAAAACAxSNpaxOfzVfu+554bfvmBB2K/7/btUmGhe/mrr6RgsNpDAeqtSDHs94d/ENKunbR5szRkiNSihWlLUloqvf++u/jYu+9KO3ZIXbtKw4fXzdiB+i6e12AAiUX8AnYjhgG7EcPVR9LWEj6fT/369av2L/v48ZLH416eNi323pmzZ5ttVpbUsKFJKMV6XwBG+RhesUK65BLprbfCb7d3r/TOO6bH7fbtpi3JhAnS6NFS377Sm29KL75obnvOORKLcAK1L97XYACJQ/wCdiOGAbsRw/Hh331LBINBFRYWKljNEteOHaU77jBJngMOMMeWL6/8Pnv2SHfdJR17rLncpIl08MFm/6uvqjUMoN4qH8NPPCE984x05pnht/v5Z2nu3PBjzz1ntkVFZmHBadPM5fIV9ABqR7yvwQASh/gF7EYMA3YjhuND0tYSgUBAK1eujGvFvdtuk156Sdp/f3N59erot/X7peOPN/dxDBggHXaY2SdpC1RN+RjesMEcd167nA9HCgvdxf4yM9379+kj9e/vXh40yBwDUPtq4jUYQGIQv4DdiGHAbsRwfEja1kPduplt6OJi5f34o1noqGFD6e67pd/+Vpo8WRo50lz/5Ze1P04gleXlmW2TJmZ7+OGmBYlkWidI0nnnube//35p3Dj3cuh1AAAAAAAgtaQlegCoe/tK2m7bJg0ebPaPOEK6+Wb3uoIC0xt3xQpp40apffvaHSuQqpyk7YsvSsXF0sknSzk5pmdtVpY0bJiJvyeekE45RTrhBHNs8WKpUyfpiisSO34AAAAAAFB7SNpapGHDhjXyON27m+2iRZGvf/11d3/EiPDrmjUzp2jPn29aJJTvxwkgutAYdpK2++/vtjm48ELzFSovT2rRwnxY0rKl9PLLdTRYAGFq6jUYQN0jfgG7EcOA3Yjh6qM9giV8Pp969+5dIyvuHXqoWXF+8WJp7VpTyXfrrWaleklav9697dlnV7y/09f2m2/iHgpQb4TGcEmJlJ9vjrdrV/n92rSR0vh4DUiomnwNBlC3iF/AbsQwYDdiOD4kbS0RCAS0devWGmne3LKldMghZv/tt6WrrjJ9ay++2BxzKgDvuEPq2bPi/Q880GydvpsA9i00hjdtMscaNDBVtACSW02+BgOoW8QvYDdiGLAbMRwfkraWCAaDWrdunYLOUvNxOukks332WcnvN/uffioFAqZXrSRlZ0e+b5cuZrtmTY0MBagXQmP4u+/MsZwcU/UOILnV9GswgLpD/AJ2I4YBuxHD8SFdUE85Sdu5c91jRUWmZYJTaRttkbGuXc129eraGh2Q2p56ymzHj0/sOAAAAAAAQHIiaVtPDRgQOSn7wgv7rrTt3NlsCwvdPrgAYlNSIn3+udk/77zEjgUAAAAAACQnkrYWyczMrLHH8njcattQf/2rtGGD2Y9WadukiVkcSaLaFqiKzMxMzZljErdt20q9eiV6RABiVZOvwQDqFvEL2I0YBuxGDFcfSVtL+Hw+9ejRo0ZX3Bs92t2/9FJ3ITJJysiofFV7WiQAVePE8PffmxgeMcJ8eAIg+dXGazCAukH8AnYjhgG7EcPxIWlriUAgoLy8vBpdce+EE9z9jRulhx6SevQwl2++2axsHw2LkQFV48Tw+vWmAXvPngkeEICY1cZrMIC6QfwCdiOGAbsRw/EhaWuJYDCovLy8Gl1xr1Ej6dxzzf6ECVJmpvTpp9ITT0h/+Uvl96XSFjCWLzcfYtx3X+W3c2J42zYTwy1b1sHgANSI2ngNBlA3iF/AbsQwYDdiOD4kbeu5Z5+VfvxROvlkc7lLF+nyyyuvsnVuJ1FpC7z0krR2rTRliulVuy/5+aYnQosWtTwwAAAAAABgLZK29VyDBlK/flXvrUmlLWB8/rnZbt8uvf/+vm+/bZvZkrQFAAAAAADRkLS1hMfjUcuWLeVJkpWLOnc223XrEjsOIJFKSqSZM93LL75otj/9JO3ZY/b9ftMv+oorvEpLa6Xt281x2iMA9ki212AAsSN+AbsRw4DdiOH4pCV6AIiN1+tVZydTmgRatzbb/HwpEJC8pP9RD82aJRUXSw0bmu20adLkydLtt0tDhkjTp0tTp0r33itJHnm9OcrPN/el0hawR7K9BgOIHfEL2I0YBuxGDMeHVJslAoGA1q5dmzQr7jlVgoGAVFiY2LEAieK0Rjj5ZOnAA6XSUpOwlaQ5c6R27ZyErfHkk1JenmnATtIWsEeyvQYDiB3xC9iNGAbsRgzHh6StJYLBoPLz85Nmxb2GDaXGjc2+U20byyJMQKrYs0d6/nmzf+SR0rnnhl+fkyM54XrSSdKFF5oXqUCAhcgA2yTbazCA2BG/gN2IYcBuxHB8SNqi2pxq2/x86bTTpE6d6HGL+uO//5WWLZPatpXOP1865BD3usGDpW++kfr0MYv83Xij9Ne/BtWs2V5Jpp1IVlaCBg4AAAAAAJIeSVtUW6tWZrt6tfTuu9KWLWaBstmzEzosoE5Mm2a2F10kZWZKvXu713XoYD7EmDNHWrpUGjXK9IG+9tqfJUnZ2fSBBgAAAAAA0ZE2sITH41F2dnZSrbjnVNpOnx5+3DllHEg1775rete+/LL0zjvm2EknmW3btu7t9pqCWjVsKPXsafY9Ho8mTEjX448H9K9/1d2YAcQvGV+DAcSG+AXsRgwDdiOG45OW6AEgNl6vV9nZ2YkeRhin0vb998OPr1hR92MB6sJ555mF95z+tYMHSyNGmP3Q16AOHSre1+v1qn37bF1xRe2PE0DNSsbXYACxIX4BuxHDgN2I4fhQaWsJv9+vFStWyO/3J3ooZZxK27w8sz3tNLMlaYtUtXu3u3/ggdKHH0ppIR99vfKKdMQR0p13VrxvMsYwgNgQv4C9iF/AbsQwYDdiOD4kbS1SVFSU6CGEcSptHeedZ7arVknEI1LB1q3SE0+YxfaCQalRI3O8c2fps89Mn9pQZ58tzZghdewY+fGSLYYBxI74BexF/AJ2I4YBuxHD1UfSFtXWo4e737ChNHq0lJ4u7dkjrVuXuHEBVbVrl/TooyZJG+rPf5auuMK0QPjxR9MaQZKWLJHatKn7cQIAAAAAgPqBpC2qrXdvd3/IEJO4dRJZ5ZNfQDK79lrpmmukYcOkHTvMsd27pX//2+wvWSINHGj2s7PdilsAAAAAAIDaQNLWEh6PRzk5OUm14l5o0nbAALNt3NhsQ3t/AsnumWfMdsUK83u9aJFpc1BYaBYV239/97bHHFO950jGGAYQG+IXsBfxC9iNGAbsRgzHJ23fN0Ey8Hq9alW+iWyChQ7HSeA6FYi7dtX9eIDqatTIrbDdsEEaOdL9IOL446X775eeflrKyJAuvbR6z5GMMQwgNsQvYC/iF7AbMQzYjRiOD5W2lvD7/VqyZEnSrbj36KPSmWe6iSwqbWEbv18qLQ0/lp8v/e9/Zv+II6SWLaUbb5R+/3v3d7zqz5OcMQxg34hfwF7EL2A3YhiwGzEcH5K2FikuLk70ECq46irT99OpsKXSFrZZu9ZN2g4aJC1bFn79qFE191zJGMMAYkP8AvYifgG7EcOA3Yjh6qM9AmoUlbawTV6e2XbtKv3wQ8Xru3Sp0+EAAAAAAABQaYuaRaUtbLNpk9m2besemzzZbG+9te7HAwAAAAAAQKWtJbxer7p37y6vN7nz7FTawjabN5ttaNL2T3+SRowwC5LVFFtiGEBFxC9gL+IXsBsxDNiNGI4PSVtLeDweZWVlJXoY+0SlLWzjVNq2aeMea9BAOvLImn0eW2IYQEXEL2Av4hewGzEM2I0Yjg+pbkv4/X7l5uYm/Yp7VNqmhltukYYONYvMpbpI7RFqgy0xDKAi4hewF/EL2I0YBuxGDMeHpK1FbPgld5K2VNraJxg027w8acoUafZs6aqrpNJSc3zrVvc2qSRSe4TaYkMMA4iM+AXsRfwCdiOGAbsRw9VH0hY1ymmPQKWtHQIB6cUXpa5dpYMPNlWnCxe612/ZYtoGdO4stW4t3XVXwoZaa375xWxD2yMAAAAAAAAkEklb1CgqbZNfQYH05ptSSYl0++3S+edLa9a4lbWLFrm3bdZMKiyU1q0zl1OpXUIwKN1/v/TZZ+Zyt26JHQ8AAAAAAICDpK0lvF6vevXqlfQr7rEQWfK7807pjDOkhg2lu+8Ov+6dd6SXXjL7N99sqlA/+cRU4UrSnj11O9badPvt0o03muTt5ZdLI0bU7vPZEsMAKiJ+AXsRv4DdiGHAbsRwfPiuWSQ9PT3RQ9gnFiJLLtu3SwceaKppAwHz9fzz4be56SaTuDzgANO/9rvvzPFhw6SMDOnoo6WXXzbH1q5Njb62e/ZIjzxi9u+/X/rHPySPp/af14YYBhAZ8QvYi/gF7EYMA3YjhquPpK0lAoGAcnNzFQgEEj2USlFpW3fWrJHGjpX+97/ot/ngA9Oj9sUXpT/8QerZ0ywo5jjnHLPomGS2w4dLV18tffSRNGaMe7tOncx2927T59YWwaD04YcmeR3qwQdNm4i2baVrr62bhK0tMQygIuIXsBfxC9iNGAbsRgzHJy3RA0BqodK27pxwgrRkiTRzpjRrlqmY7d1bmjjRvc3XX7v7jz4afv/iYlNJ6zjtNPMVSUaGlJ0t5eWZaltbFu368EPpxBNN0tnpy/vyy+Z7JUnjx0s+X+LGBwAAAAAAEAlJW9QoFiKrG1u2mIStZPrO9utnKkclKSvLrR796qvI9x8xIjxhG4vu3U3S9sMPpSFDqj30qDZsMAnU7OzI1+/aZSq5q1IV6ywytn69NG+eqTI+7zxz7JJLpHvvjWvIAAAAAAAAtYL2CKhRTtJ2587EjiMVbd0qbd5s9mfODL/OSdhK0nXXSV98IRUWSj/+aI69+ab09NOmZ+0XX0ivvlr157/iCrN94IHKb7d2rXTccdLf/hb7Y+/YIfXoIXXtKu3da47ddpvUvLn05z+bPrtdukijR1dtzKFVtC+8YPrYBoNmIbYnnjCLsQEAAAAAACQbTzBox7JCJ5xwgs4++2xddNFF+vzzz3XFFVdo8+bNuvnmm3XdddfF/DiFhYVq1qyZCgoKlJWVVYsjrlnBYFCBQEBer1eeumjAWU0LFpiqz9at3QQjqm72bNN39f77TeVpcbHUrZtJzt56q7n+v/91b3/ccdLBB0t33WUu33+/+Tkcf7y538qV8Y+pqMhU8Tr7TZtGvt2gQaaqVZK2bTOJ132ZPVsaOtTsz5ljkql9+0a+7d69sbc0uPRSk6yWTGXx3r2S32/6/PbpE9tj1BRbYhhARcQvYC/iF7AbMQzYjRiOLNbcpBWVti+99JI+/PBDSdLmzZt1yimnaPz48Zo5c6Zeeukl/a+ylZhSSGlpaaKHsE9OIo9K24qCQVPt+eWX0W8TCJgK0KFDpZdeMi0Jli+XZswwrQl275ZuucVN2E6YIN1xh6mk/ctf3F6z777r9m0dMaJmxt+0qbvQ3C+/RL7N9u1uwlaSXn89/Pply0xCufzvx6pV7v7MmeGP0bVr+G0vuMB8n2KxaZO7X1JiErYHHVT3CVuHDTEMIDLiF7AX8QvYjRgG7EYMV1/SJ23z8/N1/fXXq1evXpJMArdDhw667bbb1LNnT91+++162imlS2GBQEBLly5N+hX3mjQx2927TYIMrmnTTMLx8MOlPXvCr9uxw1SEjhzptiGQzPfxhBOkt95yjx19tFkw7IYbTKuC22833/fGjaXHHjO3+fxzaf58k8R1krfx8njcfrPRkrZz5oRffv55sw0GTcJ2xAjpxhtNQjpUaCXw9OluW4crrzQJ3eJiqWNHc+zll6V33oltzKFJW8eFF8Z235pmSwwDqIj4BexF/AJ2I4YBuxHD8Un6hciuv/56jR07Vrt375YkzZ8/X0ceeWRZWfXBBx+sP//5z4kcIkI4SVvJLByVmZm4sSSbqVPd/W+/NQlax223mXYIkaxYIa1ZY/bfeMP0Y41m8GCTXA0GTYL0tdfcZGdNaNfOJFGjJW1nzzbbESNMxezXX5vFwE4+2SSgHcuXh99vxQp3/733pNxcs9+vn9lmZIRX5zqLsO2L06KjaVOTGJek8eNjuy8AAAAAAECiJHXS9n//+58+/fRTLVy4UNdcc40k0/ehT8i5zVlZWfr555+jPkZJSYlKSkrKLhcWFkqS/H6//L+Wgno8Hnm9XgUCAYW2+HWO+8uVjEY77vToiHRcUoVPFqId9/l8ZX0/HM5jRvp0wufzRR17Xc+pYUPvr0lDjwoL/WULk0WaU7SxJ9ucqvJzijb22bOlGTPcRqwffhjQoYcG5fF49MUX3rKEbYsWQX3zTUC//OLRqFFuIbyzONegQQFJ0efUtatf06aZBOnJJ0vp6V4FgzU3p7ZtPZI8+vnngPz+YIW5/vSTR5JXxx0nNWkS1EcfeXT00e7jOAnl++6TTjnFr0MOkQoKPHrvvfCi/7Vrnfm6v/vdunk1d675sGb+/KD8/n3PadMmrySP7rgjqOuv92jcuICaNw/K76/73z2/319237r83avNOTljrOt4Yk7Mqa7n5MSv3+9PmTnt6zhzYk6pNCcnflNpTrGMnTkxp1Sak03/u8c6p/JjZE7MKRXnFAwGw2I4FeYUaexVnVOskjZpW1xcrAkTJujxxx9XZki5ZlpamjIyMsouN2zYULt27Yr6OPfcc4/uuOOOCscXLlyopr82YG3ZsqU6d+6s9evXKz8/v+w22dnZys7O1urVq1VUVFR2PCcnR61atdKyZctUXFxcdrx79+7KysrSokWLwn6wvXr1Unp6unKd8sFf9evXT6WlpVq6dGnZMZ/Pp379+qmoqEgrQ84ZT09Pl8/n0/bt27Vhw4ay45mZmerRo4c2bdqkvLy8suOJnFOTJl7t2CH98MNS5eSURp1Tw4YN1bt3b23btk3r1q1L6jnF+nOKNqc779xPkrty17x525Wbu1ZLlrTX+PHtJEkeT1DvvfejiouDatq0g6S2YePIytqrrKwCSZXPqUMHM6fFi2t+Tg0aBCW1Vm7uJq1evbPCz2nZsm6SmqlDB2nMmK366KPWZY/j9Qb11796dOON5vLIkT7NnTtPb77ZUz//3EQdO5Zq0qQ1uuyynmX3GTJEZT+nW25pqHHjeksyVbzz5+fKG5LrLT+nwkKfduwwpbpnnVWkdu02qnv3YuXmBhPyuxf6h7ouf/dSMZ6YE3Oq6zkFg0Ft27ZNa9asUc+ePVNiTqn4c2JOzCnSnBYvXqxt27Zp4cKF8ng8KTGnVPw5MSfmFG1OmzdvDovhVJhTKv6cmBNzijYnn88XFsOpMKea+Dl16NBBsfAEy6eqk8Qtt9yi1atX66Vfm19edNFFGjVqlL777ju1bt1akydPliRt375dHTt21M4oK19FqrTNyclRfn5+2QpttmTibfl0oX176ZdfPJozx68BA1JjTpGOxzqn9eul7t29CgQ8uu66oKZO9ejYY4OaPj2g0aO9+vBD84fr9tsDuv324K/P5VF6unnea64J6JFHvDrxxKCmTQsmdE4TJ0p33eXVsGFBTZsWUOvW4XMdNsyrOXM8evdd6cQTA7r7bmniRK88nqCWLg1qyxavDj3Ufdy9e/0aPNirH3/06MknA/rtb4Pq1s2rdes86tAhqA0bwue0c6fUubNXBQUevfuuXyeeGH1OH38snXiiTz16SMuW1c/fPebEnJgTc2JOzIk5MSfmxJyYE3NiTsyJOSXXnHbu3KlmzZqpoKCgLDcZSdImbbt166bNmzcrLc0UA+/atats/9BDD9Unn3wiybRQmDBhgn766aeYHrewsDCmb0yyCQaDKioqUmZmZtmnE8mqRw+zsNTXXyssQZeq/H7J92vngxdekBo0kM4+271+6lTp+uulww6TbrlFZYnGmTPNMb9fWrpU2n//8Mf98ENp+3bpzDOl//xHGj5cysmpkylFNW+eGUdJifk5f/yx1K2be31OjklSf/+9NHSoOfbdd2Yexx8vrVsnde7s3n75cmm//cz3b9MmqWVL6aefpGuvNQuWHXlkxTFcf735np5wgvT++1JoOBQWmoXGzjrL9N695Rbzs3jllVr4ZlSRTTEMIBzxC9iL+AXsRgwDdiOGI4s1N+mNek2Cffnll1qwYIHmzZunefPm6ZRTTtGdd96ptWvX6uuvv9Ynn3yiPXv26P/+7/90/PHHJ3q4tS4QCGjlypUVsvPJyFmMLErxc0pZtEhq1swkGVeulC64wCx0tWePe5u33jLb3/xGahvS8eCQQ0zCdvDgiglbySQ5f/Mbyes1idtEJ2wlaeBA6ZtvpC5dzOJhDzzgXhcIuAuUZWe7x4cNM3ORpPbtwx/vjTfMtm9fk7CVzPfi/fcjJ2wl6aqrTKL2gw/M9+bTT93rHn7YfL/POcckjiU3eZxoNsUwgHDEL2Av4hewGzEM2I0Yjk/S9rTt1KlT2OWmTZuqdevWat26tR544AGddNJJatq0qZo3b67nnnsuMYNERL+2Cq4XSdvPPjPzfOghKaSNigoKpNatzaJb8+ebY6NGSc2bV3yM0KpcGwweLN10k0mehrRX1rZtbrK6bdvI901Lk374wTyGJP3732ZblcRq9+4mCfzBB+byX/+qssXONm1yb/f221V/bAAAAAAAgGSQtEnb8kITs1dccYWOP/54LVmyRCNHjixbUAzJwam03bEjseOoCz//7O6/9pq77yRtN240p+x7vVLPnhXvL5lT+W3TqpXZbt3qHnOS1i1bSiFrBVYwaJA0Zoz07rsmgStJBx1Utee/6SY3aduokXt89erw23m9boIYAAAAAADAFknbHmFfunXrphNPPLFeJWwbNmyY6CHEpD61RwhN2oYqLDTbefPMtkcPk8iMlMzs0qVWhlarIiVt164121gWQezYMfxyVathjzxS+sMfzH5ode2iReG369vX/X1MBrbEMICKiF/AXsQvYDdiGLAbMVx91iZt6xufz6fevXvL56x4lcTqU9LWaQ/wu9+F96UtKJB27ZJGjzaXDzjAvS493d13TuG3jZO0XbDALBwmudtI/XnLC03spqdL/fpVfQzjx5ut8zPYvdssPhYqmVoj2BTDAMIRv4C9iF/AbsQwYDdiOD4kbS0RCAS0detWK5o316ekrVNpO3astHSpWXRLMknbOXPc202Y4O4vWmQW2goGpVNOqbux1iQnaStJvXqZuSxbZi5HawMRKjRpO3BgeCI7Vk617saNZhG0n34y21DJlLS1KYYBhCN+AXsRv4DdiGHAbsRwfEjaWiIYDGrdunUKBoOJHso+1aeFyJykrZOEzMoy28JCae5csz9mjHTSSe59evSQTjyx7sZYG0KTtpLUubP0zjtmP5akbfv27n51E6vZ2aZn7d69pkXC4sXmeK9e7m0GDareY9cGm2IYQDjiF7AX8QvYjRgG7EYMx8eahchgj/qyENnPP0vbt0sej9SpkznWrJnZFhS4SduBAxMxutrVuHH45fXr3f2qtkeo6iJkjrQ0k/zdsMH003WStiNHmorn/HxpyJDqPTYAAAAAAEAikbRFjasP7RG2bXNPzz/oILfC1tl+/LH00Udm/+CD6358tc3jqXjsiitMlfWIEfu+f2il7eDB1R9Ht24mabtqlTRjhjnWr5/0+99X/zEBAAAAAAASjaStRTIzMxM9hJjUh6Ttu++6+8cf7+47lbZOq4CTTrK/FUI0bduatgStW0uffVa1xcTatpWOPda0Nujbt/pj6N5d+uor8/xffGGSyaefXv3Hq222xDCAiohfwF7EL2A3YhiwGzFcfSRtLeHz+dSjR49EDyMm9aGn7apV7v6VV7r7TqWtZCpIX3tNStVFEufMMYt/HXVU1e/r8biVyPHo1s1sn3zSbI8+2m1VkWxsimEA4YhfwF7EL2A3YhiwGzEcHxYis0QgEFBeXp4VK+7Vh562TtL27rvD+7Pu2uXuv/22m8BORZ06VS9hW5O6dw+/fMEFiRlHLGyKYQDhiF/AXsQvYDdiGLAbMRwfkraWCAaDysvLs2LFvfrQHmH1arN1Kj0d555rWiTcd1/yVnymkvKtFcaOTcw4YmFTDAMIR/wC9iJ+AbsRw4DdiOH40B4BNS7Vk7ZFRdKyZWa/a9fw6wYMMIuURVqoCzVv8GApI0MqKTE9clO5shkAAAAAANQfVNqixqVyT9snnpC6dJF+/tkkZnv2rHgbErZ1x+MxC5GNG2d+NgAAAAAAAKmASltLeDwetWzZUh4LMoKp2tM2EJD+8AdT1bn//tJdd0mtWyd6VDjoIOn11xM9in2zKYYBhCN+AXsRv4DdiGHAbsRwfDzBetZYorCwUM2aNVNBQYGysrISPZyUtHatqUaVpGOOkR57zCQ5bffLL1J2tqnuLC6W0tMTPSIAAAAAAADYJNbcJO0RLBEIBLR27VorVtxzKm0l6ZNPpNNPT9xYatL69Wbbrh0JW1SdTTEMIBzxC9iL+AXsRgwDdiOG40PS1hLBYFD5+flWrLgXmrSVpIULEzOOmrZhg9l26pTYccBONsUwgHDEL2Av4hewGzEM2I0Yjg9JW9S4jAzJ50v0KOIXDJo+tsGgdNpp0qmnmuMdOyZ0WAAAAAAAAEhxJG1R4zyeitW2ttm61bRBOPdc6bvvpLffdq+j0hYAAAAAAAC1iaStJTwej7Kzs61Zcc/2pO3XX0ubN0uvviqNGhV+HZW2qA7bYhiAi/gF7EX8AnYjhgG7EcPxSUv0ABAbr9er7OzsRA8jZuWTtsGgqcC1xc6d7n5JSfh1JG1RHbbFMAAX8QvYi/gF7EYMA3YjhuNDpa0l/H6/VqxYIb/fn+ihxKRp0/DL//qXtGdPYsZSHVu3uvvffy+NH+9epj0CqsO2GAbgIn4BexG/gN2IYcBuxHB8SNpapKioKNFDiFn5StuLLpLuvTchQ6kWJ2l7+eXS0KGmv62DSltUl00xDCAc8QvYi/gF7EYMA3YjhquPpC1qRaSeto88UvfjqK78fLNt1cpsGzZ0ryNpCwAAAAAAgNpET1vUikhJ2927634cVVVUJB17rPTdd+ayk7QNbe1QvvUDAAAAAAAAUJOotLWEx+NRTk6ONSvuRUraFhfX/Tiqato0N2ErSS1bmi19bBEv22IYgIv4BexF/AJ2I4YBuxHD8aHS1hJer1etnLJPC2RkVDy2d2/dj6Oqli4Nv+x8y6+4Qpo/Xxozpu7HhNRgWwwDcBG/gL2IX8BuxDBgN2I4PlTaWsLv92vJkiXWrLgX7UOU0DYDyWju3PDLoT1tn31WOv30uh8TUoNtMQzARfwC9iJ+AbsRw4DdiOH4UGlrkWIb+gv8yhvl44Cff5a6dKnbsVSFk7Tt2lVq0UIaNCihw0GKsSmGAYQjfgF7Eb+A3YhhwG7EcPWRtEWtiJa0Xbs2eZO2W7ZI69aZ/fnzpaysxI4HAAAAAAAA9RPtEVAroiVtnaRoMnKqbHv0IGELAAAAAACAxCFpawmv16vu3bvLGy0bmmR8Pnf/lluk7t3N/tq1iRlPLJykLS0RUBtsi2EALuIXsBfxC9iNGAbsRgzHh++aJTwej7KysuSJtsJXkgmNx7vuksaPN/s2VNqStEVtsC2GAbiIX8BexC9gN2IYsBsxHB+Stpbw+/3Kzc21ZsW9Xr3CL+fkmK0NlbaDByd2HEhNtsUwABfxC9iL+AXsRgwDdiOG48NCZBax6Zf80ktNVe0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      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime, timedelta\n",
    "import pandas as pd\n",
    "\n",
    "# 计算近5年的起始日期和结束日期\n",
    "years = 5\n",
    "end_date = datetime.now()\n",
    "start_date = end_date - timedelta(days=years * 365)\n",
    "start_date_str = start_date.strftime('%Y-%m-%d')\n",
    "\n",
    "# 获取原油CL合约历史数据\n",
    "df = ak.futures_foreign_hist(symbol=\"CL\")\n",
    "df['date'] = pd.to_datetime(df['date'])  # 确保日期列是 datetime 类型\n",
    "recent_data = df[df['date'] > start_date_str]  # 筛选所需时间范围内的数据\n",
    "\n",
    "# 提取日期和收盘价数据\n",
    "x = recent_data['date']\n",
    "y = recent_data['close']\n",
    "\n",
    "# 创建更大的画布\n",
    "plt.figure(figsize=(14, 6))  # 宽 14 英寸，高 8 英寸\n",
    "\n",
    "# 绘制曲线图\n",
    "plt.plot(x, y, label='Crude Oil Price', color='blue')\n",
    "plt.xlabel('Date', fontsize=12)\n",
    "plt.ylabel('Price (USD)', fontsize=12)\n",
    "plt.title('Crude Oil (CL) Price in the Last 5 Years', fontsize=16)\n",
    "plt.xticks(rotation=45, fontsize=10)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.grid(True, linestyle='--', alpha=0.6)\n",
    "plt.legend(fontsize=12, loc='upper left')\n",
    "\n",
    "# 显示图表\n",
    "plt.tight_layout()  # 自动调整布局避免重叠\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
